diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0417a3c96f85f7ef/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0417a3c96f85f7ef/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0489964a28249cddeb5df1e3ac2e6617cfad6a09 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0417a3c96f85f7ef/run_manifest.json @@ -0,0 +1,69 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:22:28.417364+00:00", + "ended_at": "2026-05-19T16:22:36.335714+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_0417a3c96f85f7ef", + "problem_id": "v2p_n14_7ff1ddf00cffa961", + "dataset_id": "n14", + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "family_id": "tail_rarity_structure", + "canonical_subitem_id": "tail_concentration_consistency", + "intended_facet_id": "rare_target_concentration", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=feature_34, measure_col=feature_36.", + "bindings": { + "group_col": "feature_34", + "measure_col": "feature_36", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": -0.09507, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "notes": [ + "default_facets=rare_target_concentration", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=86" + ], + "template_selection_mode": "rule", + "selected_template_rank": 8, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0417a3c96f85f7ef/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0417a3c96f85f7ef/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..00e2abd8ca51d94510f215644783050b1b28a80a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0417a3c96f85f7ef/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:22:31.846136+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3423.63, "started_at": "2026-05-19T16:22:28.421480+00:00", "ended_at": "2026-05-19T16:22:31.845155+00:00", "prompt_metrics": {"chars": 24002, "bytes_utf8": 24002, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e410b-bca5-7fe2-a731-6492c36e95f1\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:22:36.335575+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3486.48, "started_at": "2026-05-19T16:22:32.847721+00:00", "ended_at": "2026-05-19T16:22:36.334255+00:00", "prompt_metrics": {"chars": 24002, "bytes_utf8": 24002, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e410b-cdf3-7673-87d7-e11eb9f91556\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0536ff2193b268ba/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0536ff2193b268ba/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6526affa0d3b6619b38189d8a231148190717fae --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0536ff2193b268ba/run_manifest.json @@ -0,0 +1,69 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:22:48.061344+00:00", + "ended_at": "2026-05-19T16:22:57.118618+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_0536ff2193b268ba", + "problem_id": "v2p_n14_2778d5111bd0be9c", + "dataset_id": "n14", + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "family_id": "tail_rarity_structure", + "canonical_subitem_id": "tail_concentration_consistency", + "intended_facet_id": "rare_target_concentration", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=feature_42, measure_col=feature_37.", + "bindings": { + "group_col": "feature_42", + "measure_col": "feature_37", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": -0.079635, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "notes": [ + "default_facets=rare_target_concentration", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=87" + ], + "template_selection_mode": "rule", + "selected_template_rank": 8, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0536ff2193b268ba/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0536ff2193b268ba/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..04a08a167768de5affaebe56b1213ff15d13219e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0536ff2193b268ba/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:22:51.251459+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3185.48, "started_at": "2026-05-19T16:22:48.064813+00:00", "ended_at": "2026-05-19T16:22:51.250336+00:00", "prompt_metrics": {"chars": 24001, "bytes_utf8": 24001, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e410c-097a-7a82-be7d-ac27ff0c2b18\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:22:57.118481+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 4864.12, "started_at": "2026-05-19T16:22:52.253181+00:00", "ended_at": "2026-05-19T16:22:57.117353+00:00", "prompt_metrics": {"chars": 24001, "bytes_utf8": 24001, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e410c-19cb-7601-96fc-1fb3cb7a79c0\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0702b539fe0fbbec/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0702b539fe0fbbec/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b4f534a2847691f8fa9e4aa10832d6cb1efe43c3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0702b539fe0fbbec/run_manifest.json @@ -0,0 +1,69 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:19:34.662121+00:00", + "ended_at": "2026-05-19T16:19:41.345485+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_0702b539fe0fbbec", + "problem_id": "v2p_n14_6b3dc4e7843ffccb", + "dataset_id": "n14", + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "family_id": "tail_rarity_structure", + "canonical_subitem_id": "tail_mass_similarity", + "intended_facet_id": "tail_ranked_signal", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=feature_42, measure_col=feature_25.", + "bindings": { + "group_col": "feature_42", + "measure_col": "feature_25", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.16607, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "notes": [ + "default_facets=tail_ranked_signal", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=75" + ], + "template_selection_mode": "rule", + "selected_template_rank": 7, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0702b539fe0fbbec/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0702b539fe0fbbec/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0644c89fdf28f69af3f2b0f76f156671a7f3d083 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_0702b539fe0fbbec/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:19:37.506893+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 2841.16, "started_at": "2026-05-19T16:19:34.664867+00:00", "ended_at": "2026-05-19T16:19:37.506048+00:00", "prompt_metrics": {"chars": 24377, "bytes_utf8": 24377, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4109-1594-7fb0-884f-5ef09e799113\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:19:41.345395+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 2835.49, "started_at": "2026-05-19T16:19:38.509052+00:00", "ended_at": "2026-05-19T16:19:41.344585+00:00", "prompt_metrics": {"chars": 24377, "bytes_utf8": 24377, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4109-2478-7240-9378-eb0f4a70a039\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_12adf00ddecdf78d/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_12adf00ddecdf78d/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9e4e05e498495de984f4c51fcf8dee0d1ec3d76f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_12adf00ddecdf78d/final_answer.txt @@ -0,0 +1 @@ +{"row_count": null, "preview_rows": [{"value_label": "-0.16374", "support": 1731, "support_share": 0.8655, "support_rank": 1}, {"value_label": "0.17804", "support": 116, "support_share": 0.058, "support_rank": 2}, {"value_label": "0.51981", "support": 42, "support_share": 0.021, "support_rank": 3}, {"value_label": "1.5451", "support": 40, "support_share": 0.02, "support_rank": 4}, {"value_label": "1.8869", "support": 14, "support_share": 0.007, "support_rank": 5}]} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_12adf00ddecdf78d/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_12adf00ddecdf78d/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..38224c38c90fcd46fefab8c32cf83039085c23cc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_12adf00ddecdf78d/generated_sql.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_f +-- sql_source_dataset_id: n14 +-- family_id: cardinality_structure +-- canonical_subitem_id: support_rank_profile_consistency +-- intended_facet_id: value_imbalance_profile +-- variant_semantic_role: count_distribution +-- template_id: tpl_cardinality_support_rank_profile +-- query_record_id: v2q_n14_12adf00ddecdf78d +-- problem_id: v2p_n14_5a517d776023efb9 +-- realization_mode: deterministic +-- source_kind: deterministic +WITH grouped AS ( + SELECT "feature_42" AS value_label, COUNT(*) AS support + FROM "n14" + GROUP BY "feature_42" +) +SELECT + value_label, + support, + CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share, + ROW_NUMBER() OVER (ORDER BY support DESC, value_label) AS support_rank +FROM grouped +ORDER BY support DESC, value_label; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_12adf00ddecdf78d/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_12adf00ddecdf78d/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4244021123cba15624187dbde1cf023179a7cd08 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_12adf00ddecdf78d/query_results.jsonl @@ -0,0 +1 @@ +{"node_name": "v2_template", "tool_name": "sqlite_query", "query": "-- sql_source_version: v2\n-- sql_source_label: v2_current\n-- sql_source_run_id: v2_cli_20260502_081223_f\n-- sql_source_dataset_id: n14\n-- family_id: cardinality_structure\n-- canonical_subitem_id: support_rank_profile_consistency\n-- intended_facet_id: value_imbalance_profile\n-- variant_semantic_role: count_distribution\n-- template_id: tpl_cardinality_support_rank_profile\n-- query_record_id: v2q_n14_12adf00ddecdf78d\n-- problem_id: v2p_n14_5a517d776023efb9\n-- realization_mode: deterministic\n-- source_kind: deterministic\nWITH grouped AS (\n SELECT \"feature_42\" AS value_label, COUNT(*) AS support\n FROM \"n14\"\n GROUP BY \"feature_42\"\n)\nSELECT\n value_label,\n support,\n CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share,\n ROW_NUMBER() OVER (ORDER BY support DESC, value_label) AS support_rank\nFROM grouped\nORDER BY support DESC, value_label;", "result": "{\"query\": \"-- sql_source_version: v2\\n-- sql_source_label: v2_current\\n-- sql_source_run_id: v2_cli_20260502_081223_f\\n-- sql_source_dataset_id: n14\\n-- family_id: cardinality_structure\\n-- canonical_subitem_id: support_rank_profile_consistency\\n-- intended_facet_id: value_imbalance_profile\\n-- variant_semantic_role: count_distribution\\n-- template_id: tpl_cardinality_support_rank_profile\\n-- query_record_id: v2q_n14_12adf00ddecdf78d\\n-- problem_id: v2p_n14_5a517d776023efb9\\n-- realization_mode: deterministic\\n-- source_kind: deterministic\\nWITH grouped AS (\\n SELECT \\\"feature_42\\\" AS value_label, COUNT(*) AS support\\n FROM \\\"n14\\\"\\n GROUP BY \\\"feature_42\\\"\\n)\\nSELECT\\n value_label,\\n support,\\n CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share,\\n ROW_NUMBER() OVER (ORDER BY support DESC, value_label) AS support_rank\\nFROM grouped\\nORDER BY support DESC, value_label;\", \"columns\": [\"value_label\", \"support\", \"support_share\", \"support_rank\"], \"rows\": [{\"value_label\": \"-0.16374\", \"support\": 1731, \"support_share\": 0.8655, \"support_rank\": 1}, {\"value_label\": \"0.17804\", \"support\": 116, \"support_share\": 0.058, \"support_rank\": 2}, {\"value_label\": \"0.51981\", \"support\": 42, \"support_share\": 0.021, \"support_rank\": 3}, {\"value_label\": \"1.5451\", \"support\": 40, \"support_share\": 0.02, \"support_rank\": 4}, {\"value_label\": \"1.8869\", \"support\": 14, \"support_share\": 0.007, \"support_rank\": 5}, {\"value_label\": \"1.2034\", \"support\": 11, \"support_share\": 0.0055, \"support_rank\": 6}, {\"value_label\": \"0.007151\", \"support\": 9, \"support_share\": 0.0045, \"support_rank\": 7}, {\"value_label\": \"3.254\", \"support\": 6, \"support_share\": 0.003, \"support_rank\": 8}, {\"value_label\": \"0.34893\", \"support\": 4, \"support_share\": 0.002, \"support_rank\": 9}, {\"value_label\": \"0.86159\", \"support\": 4, \"support_share\": 0.002, \"support_rank\": 10}, {\"value_label\": \"0.6907\", \"support\": 3, \"support_share\": 0.0015, \"support_rank\": 11}, {\"value_label\": \"2.3996\", \"support\": 2, \"support_share\": 0.001, \"support_rank\": 12}, {\"value_label\": \"2.9122\", \"support\": 2, \"support_share\": 0.001, \"support_rank\": 13}, {\"value_label\": \"30.596\", \"support\": 2, \"support_share\": 0.001, \"support_rank\": 14}, {\"value_label\": \"5.9882\", \"support\": 2, \"support_share\": 0.001, \"support_rank\": 15}, {\"value_label\": \"1.716\", \"support\": 1, \"support_share\": 0.0005, \"support_rank\": 16}, {\"value_label\": \"2.0578\", \"support\": 1, \"support_share\": 0.0005, \"support_rank\": 17}, {\"value_label\": \"2.2287\", \"support\": 1, \"support_share\": 0.0005, \"support_rank\": 18}, {\"value_label\": \"2.5705\", \"support\": 1, \"support_share\": 0.0005, \"support_rank\": 19}, {\"value_label\": \"23.419\", \"support\": 1, \"support_share\": 0.0005, \"support_rank\": 20}, {\"value_label\": \"24.102\", \"support\": 1, \"support_share\": 0.0005, \"support_rank\": 21}, {\"value_label\": \"28.545\", \"support\": 1, \"support_share\": 0.0005, \"support_rank\": 22}, {\"value_label\": \"3.4249\", \"support\": 1, \"support_share\": 0.0005, \"support_rank\": 23}, {\"value_label\": \"3.5958\", \"support\": 1, \"support_share\": 0.0005, \"support_rank\": 24}, {\"value_label\": \"3.9376\", \"support\": 1, \"support_share\": 0.0005, \"support_rank\": 25}, {\"value_label\": \"5.4756\", \"support\": 1, \"support_share\": 0.0005, \"support_rank\": 26}, {\"value_label\": \"6.5009\", \"support\": 1, \"support_share\": 0.0005, \"support_rank\": 27}], \"row_count_returned\": 27, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.7}"} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_12adf00ddecdf78d/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_12adf00ddecdf78d/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..500c0a0eaefb1d3bb8de8604c633002c9381061f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_12adf00ddecdf78d/run_manifest.json @@ -0,0 +1,57 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:32:48.504109+00:00", + "ended_at": "2026-05-19T16:32:48.506884+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_12adf00ddecdf78d", + "problem_id": "v2p_n14_5a517d776023efb9", + "dataset_id": "n14", + "template_id": "tpl_cardinality_support_rank_profile", + "template_name": "Cardinality Support Rank Profile", + "family_id": "cardinality_structure", + "canonical_subitem_id": "support_rank_profile_consistency", + "intended_facet_id": "value_imbalance_profile", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "template_fixed", + "source_kind": "deterministic", + "realization_mode": "deterministic", + "gate_priority": "deterministic", + "extended_family": true, + "question": "Use template Cardinality Support Rank Profile to probe support_rank_profile_consistency with semantic role count_distribution. Focus on group_col=feature_42.", + "bindings": { + "group_col": "feature_42" + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "enumerate_all_applicable", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col} AS value_label, COUNT(*) AS support\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT\n value_label,\n support,\n CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share,\n ROW_NUMBER() OVER (ORDER BY support DESC, value_label) AS support_rank\nFROM grouped\nORDER BY support DESC, value_label;", + "notes": [ + "default_facets=support_concentration,value_imbalance_profile", + "template_selection_mode=deterministic", + "problem_index_within_template=4", + "sql_variant_index=1/1" + ], + "template_selection_mode": "deterministic", + "selected_template_rank": 0, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_12adf00ddecdf78d.sql", + "usage_summary": { + "engine": "template", + "input_tokens": 0, + "cached_input_tokens": 0, + "output_tokens": 0, + "total_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "none" + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_12adf00ddecdf78d/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_12adf00ddecdf78d/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..96c9ff4feec395919fc26411d18d078b8af6e1c7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_12adf00ddecdf78d/usage_summary.json @@ -0,0 +1,9 @@ +{ + "engine": "template", + "input_tokens": 0, + "cached_input_tokens": 0, + "output_tokens": 0, + "total_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "none" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_1a3336d6c93c0cdd/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_1a3336d6c93c0cdd/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..98401a10d3aed010557d7bfcd23949fbd43e688f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_1a3336d6c93c0cdd/run_manifest.json @@ -0,0 +1,72 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:15:39.997253+00:00", + "ended_at": "2026-05-19T16:15:47.981757+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_1a3336d6c93c0cdd", + "problem_id": "v2p_n14_c3b2a5ff3fc408ae", + "dataset_id": "n14", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=feature_10, condition_col=target.", + "bindings": { + "group_col": "feature_10", + "condition_col": "target", + "condition_value": "6", + "positive_value": "6", + "negative_value": "1", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.026975, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/1", + "binding_index=42" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_1a3336d6c93c0cdd/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_1a3336d6c93c0cdd/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..78279ae73914e579e97ba3dacb3e1d07ff181bc0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_1a3336d6c93c0cdd/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:15:43.401658+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3401.47, "started_at": "2026-05-19T16:15:39.999407+00:00", "ended_at": "2026-05-19T16:15:43.400904+00:00", "prompt_metrics": {"chars": 24621, "bytes_utf8": 24621, "lines": 723, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4105-80da-7902-8c52-4ba3920547f0\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:15:47.981675+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3577.2, "started_at": "2026-05-19T16:15:44.403718+00:00", "ended_at": "2026-05-19T16:15:47.980953+00:00", "prompt_metrics": {"chars": 24621, "bytes_utf8": 24621, "lines": 723, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4105-920b-7c83-bf81-1221ab2e7a66\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_2629f9d6dc6bbd36/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_2629f9d6dc6bbd36/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..01f98c30033b83d33087bc0b30cbd3124d485482 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_2629f9d6dc6bbd36/run_manifest.json @@ -0,0 +1,69 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:21:20.947676+00:00", + "ended_at": "2026-05-19T16:21:30.744512+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_2629f9d6dc6bbd36", + "problem_id": "v2p_n14_44cc811af3d50ee1", + "dataset_id": "n14", + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "family_id": "tail_rarity_structure", + "canonical_subitem_id": "tail_mass_similarity", + "intended_facet_id": "tail_ranked_signal", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=feature_34, measure_col=feature_30.", + "bindings": { + "group_col": "feature_34", + "measure_col": "feature_30", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": -0.3415, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "notes": [ + "default_facets=tail_ranked_signal", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=2/2", + "binding_index=80" + ], + "template_selection_mode": "rule", + "selected_template_rank": 7, + "problem_index_within_template": 9, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_2629f9d6dc6bbd36/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_2629f9d6dc6bbd36/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b91c70fd0fba20f834bc8696b7b5b12398dd378c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_2629f9d6dc6bbd36/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:21:23.905327+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 2954.32, "started_at": "2026-05-19T16:21:20.950069+00:00", "ended_at": "2026-05-19T16:21:23.904417+00:00", "prompt_metrics": {"chars": 24379, "bytes_utf8": 24379, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e410a-b4f7-7d43-9b3b-5cd13a0398f7\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:21:30.744340+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 5835.8, "started_at": "2026-05-19T16:21:24.907431+00:00", "ended_at": "2026-05-19T16:21:30.743271+00:00", "prompt_metrics": {"chars": 24379, "bytes_utf8": 24379, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e410a-c445-78b1-8b6e-5e9375cdb417\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_2f9d1cc616f0727e/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_2f9d1cc616f0727e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..20624dda6fe152b8fde18e024163ca9ae5858510 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_2f9d1cc616f0727e/run_manifest.json @@ -0,0 +1,69 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:31:45.291131+00:00", + "ended_at": "2026-05-19T16:31:52.908706+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_2f9d1cc616f0727e", + "problem_id": "v2p_n14_465f1edb62f63b7f", + "dataset_id": "n14", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=target, measure_col=feature_36.", + "bindings": { + "group_col": "target", + "measure_col": "feature_36", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": -0.09507, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/2", + "binding_index=137" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_2f9d1cc616f0727e/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_2f9d1cc616f0727e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..db7ecf06273a6340f85e02787c8f748a51db181b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_2f9d1cc616f0727e/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:31:48.808942+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3514.05, "started_at": "2026-05-19T16:31:45.293921+00:00", "ended_at": "2026-05-19T16:31:48.808023+00:00", "prompt_metrics": {"chars": 23896, "bytes_utf8": 23896, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4114-3c16-7391-bc6a-0dc7209fa3d1\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:31:52.908567+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3095.81, "started_at": "2026-05-19T16:31:49.811460+00:00", "ended_at": "2026-05-19T16:31:52.907326+00:00", "prompt_metrics": {"chars": 23896, "bytes_utf8": 23896, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4114-4db5-7363-a2a0-f29144cf75ca\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_4172d864eece0520/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_4172d864eece0520/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..de2c21ae5286b8ee2c4e0a8ccaed537b9a1d51f0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_4172d864eece0520/run_manifest.json @@ -0,0 +1,67 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:28:35.471927+00:00", + "ended_at": "2026-05-19T16:28:43.197224+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_4172d864eece0520", + "problem_id": "v2p_n14_47c33afd7a655b6f", + "dataset_id": "n14", + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "family_id": "tail_rarity_structure", + "canonical_subitem_id": "tail_mass_similarity", + "intended_facet_id": "tail_ranked_signal", + "variant_semantic_role": "rare_extreme_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role rare_extreme_view. Focus on group_col=feature_33.", + "bindings": { + "group_col": "feature_33", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.51334, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "notes": [ + "default_facets=tail_ranked_signal", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=121" + ], + "template_selection_mode": "rule", + "selected_template_rank": 11, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_4172d864eece0520/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_4172d864eece0520/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..dbba40eed6227234b0c67cf9797abbf302864182 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_4172d864eece0520/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:28:38.887198+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3411.18, "started_at": "2026-05-19T16:28:35.474749+00:00", "ended_at": "2026-05-19T16:28:38.885975+00:00", "prompt_metrics": {"chars": 23809, "bytes_utf8": 23809, "lines": 718, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4111-56b3-79c2-a9f9-560f7c5f505b\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:28:43.197027+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3306.53, "started_at": "2026-05-19T16:28:39.888630+00:00", "ended_at": "2026-05-19T16:28:43.195221+00:00", "prompt_metrics": {"chars": 23809, "bytes_utf8": 23809, "lines": 718, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4111-67ce-73b2-82ee-98da711b3149\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_442d4cec162ddde7/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_442d4cec162ddde7/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..150a992c3f7a50d3bc4b2b3f8b0dfe4d30f7f492 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_442d4cec162ddde7/run_manifest.json @@ -0,0 +1,69 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:09:30.687924+00:00", + "ended_at": "2026-05-19T16:09:38.886295+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_442d4cec162ddde7", + "problem_id": "v2p_n14_b2e3aeaaba697497", + "dataset_id": "n14", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=feature_34, measure_col=feature_3.", + "bindings": { + "group_col": "feature_34", + "measure_col": "feature_3", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": -0.11558, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=2" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_442d4cec162ddde7/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_442d4cec162ddde7/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e9b7fba55d70552cbe36238adbf29a0774cb795d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_442d4cec162ddde7/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:09:33.860151+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3168.91, "started_at": "2026-05-19T16:09:30.690408+00:00", "ended_at": "2026-05-19T16:09:33.859344+00:00", "prompt_metrics": {"chars": 23822, "bytes_utf8": 23822, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e40ff-de66-72d1-834d-e25481cd4f72\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:09:38.886205+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 4023.16, "started_at": "2026-05-19T16:09:34.862159+00:00", "ended_at": "2026-05-19T16:09:38.885365+00:00", "prompt_metrics": {"chars": 23822, "bytes_utf8": 23822, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e40ff-eeb2-73d3-908a-12b5f7667139\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_59b135cd05904b88/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_59b135cd05904b88/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..561b24b46201d181eb6378a5261130ed43307aec --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_59b135cd05904b88/run_manifest.json @@ -0,0 +1,69 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:30:23.848057+00:00", + "ended_at": "2026-05-19T16:30:32.761981+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_59b135cd05904b88", + "problem_id": "v2p_n14_23a5e27fbdbb470e", + "dataset_id": "n14", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=feature_10, measure_col=feature_31.", + "bindings": { + "group_col": "feature_10", + "measure_col": "feature_31", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.40028, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=132" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_59b135cd05904b88/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_59b135cd05904b88/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b0a67c338291141219722a9543e722798818adc0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_59b135cd05904b88/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:30:28.192372+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 4338.93, "started_at": "2026-05-19T16:30:23.851941+00:00", "ended_at": "2026-05-19T16:30:28.190937+00:00", "prompt_metrics": {"chars": 23908, "bytes_utf8": 23908, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4112-fddf-7123-bde7-5c3f3d2e158c\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:30:32.761864+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3566.34, "started_at": "2026-05-19T16:30:29.194336+00:00", "ended_at": "2026-05-19T16:30:32.760729+00:00", "prompt_metrics": {"chars": 23908, "bytes_utf8": 23908, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4113-12b7-7b51-a648-0996adf2058b\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_5aeac083c618393a/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_5aeac083c618393a/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..dc2a8f840012efb0a9391eb56581ddd07d12c045 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_5aeac083c618393a/run_manifest.json @@ -0,0 +1,69 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:24:46.013325+00:00", + "ended_at": "2026-05-19T16:24:53.660564+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_5aeac083c618393a", + "problem_id": "v2p_n14_d25b0da5d1a74637", + "dataset_id": "n14", + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "family_id": "tail_rarity_structure", + "canonical_subitem_id": "tail_concentration_consistency", + "intended_facet_id": "rare_target_concentration", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=feature_42, measure_col=feature_43.", + "bindings": { + "group_col": "feature_42", + "measure_col": "feature_43", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": -0.04266, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "notes": [ + "default_facets=rare_target_concentration", + "template_selection_mode=rule", + "problem_index_within_template=10", + "sql_variant_index=2/2", + "binding_index=93" + ], + "template_selection_mode": "rule", + "selected_template_rank": 8, + "problem_index_within_template": 10, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_5aeac083c618393a/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_5aeac083c618393a/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7b456954f2c5739862d2bf1464d1da802f889732 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_5aeac083c618393a/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:24:49.526503+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3508.83, "started_at": "2026-05-19T16:24:46.016588+00:00", "ended_at": "2026-05-19T16:24:49.525466+00:00", "prompt_metrics": {"chars": 24004, "bytes_utf8": 24004, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e410d-d63d-7ec3-9cf2-99b8a50890c6\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:24:53.660448+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3130.91, "started_at": "2026-05-19T16:24:50.528376+00:00", "ended_at": "2026-05-19T16:24:53.659341+00:00", "prompt_metrics": {"chars": 24004, "bytes_utf8": 24004, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e410d-e7f6-73d3-9f7c-f428e9b5f01e\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_66eed70b8a0a6fb3/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_66eed70b8a0a6fb3/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..05872b9666a5000622b7b380af87983990513feb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_66eed70b8a0a6fb3/run_manifest.json @@ -0,0 +1,69 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:19:18.539060+00:00", + "ended_at": "2026-05-19T16:19:27.845452+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_66eed70b8a0a6fb3", + "problem_id": "v2p_n14_9cd3052b082ac9eb", + "dataset_id": "n14", + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "family_id": "tail_rarity_structure", + "canonical_subitem_id": "tail_mass_similarity", + "intended_facet_id": "tail_ranked_signal", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=feature_34, measure_col=feature_24.", + "bindings": { + "group_col": "feature_34", + "measure_col": "feature_24", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.003369, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "notes": [ + "default_facets=tail_ranked_signal", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=74" + ], + "template_selection_mode": "rule", + "selected_template_rank": 7, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_66eed70b8a0a6fb3/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_66eed70b8a0a6fb3/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2bb2ddc50c90c1b9a6d3cc94a7f48fc2fc000300 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_66eed70b8a0a6fb3/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:19:21.884795+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3341.47, "started_at": "2026-05-19T16:19:18.542434+00:00", "ended_at": "2026-05-19T16:19:21.883938+00:00", "prompt_metrics": {"chars": 24377, "bytes_utf8": 24377, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4108-d6a6-7b53-ab79-dc7dab7959db\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:19:27.845351+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 4957.83, "started_at": "2026-05-19T16:19:22.886542+00:00", "ended_at": "2026-05-19T16:19:27.844404+00:00", "prompt_metrics": {"chars": 24377, "bytes_utf8": 24377, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4108-e790-7631-aa88-624b0d437449\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_685d3a5d23d08f70/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_685d3a5d23d08f70/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d5e40e69ba2657b2975bc1083e27170bc301cd72 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_685d3a5d23d08f70/run_manifest.json @@ -0,0 +1,67 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:11:40.428767+00:00", + "ended_at": "2026-05-19T16:11:47.455229+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_685d3a5d23d08f70", + "problem_id": "v2p_n14_4040fd3113a6a85e", + "dataset_id": "n14", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=feature_43.", + "bindings": { + "group_col": "feature_43", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": -0.13981, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/1", + "binding_index=16" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_685d3a5d23d08f70/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_685d3a5d23d08f70/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fd5990c11176fee6cac3fa61f1e16e90e69d23b1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_685d3a5d23d08f70/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:11:43.105307+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 2673.56, "started_at": "2026-05-19T16:11:40.430902+00:00", "ended_at": "2026-05-19T16:11:43.104493+00:00", "prompt_metrics": {"chars": 23729, "bytes_utf8": 23729, "lines": 718, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4101-d908-7012-b371-b7929d1fe6fa\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:11:47.455132+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3346.81, "started_at": "2026-05-19T16:11:44.107456+00:00", "ended_at": "2026-05-19T16:11:47.454316+00:00", "prompt_metrics": {"chars": 23729, "bytes_utf8": 23729, "lines": 718, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4101-e76a-7ff1-9d9f-4080145217cf\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_68a03857732060fa/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_68a03857732060fa/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6954d067b0b84d0dc0083aa63ebeae8fbf70b761 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_68a03857732060fa/run_manifest.json @@ -0,0 +1,71 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:12:41.397039+00:00", + "ended_at": "2026-05-19T16:12:48.433527+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_68a03857732060fa", + "problem_id": "v2p_n14_5923f41b0cc64eb9", + "dataset_id": "n14", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_34, measure_col=feature_27.", + "bindings": { + "group_col": "feature_34", + "measure_col": "feature_27", + "item_col": "feature_28", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.24529, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=26" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_68a03857732060fa/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_68a03857732060fa/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..201c74ca4290fd4586aa37afa49d890fbb261e2d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_68a03857732060fa/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:12:44.561059+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3158.85, "started_at": "2026-05-19T16:12:41.401106+00:00", "ended_at": "2026-05-19T16:12:44.560046+00:00", "prompt_metrics": {"chars": 24234, "bytes_utf8": 24234, "lines": 722, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4102-c75c-7901-8578-f060d514fa09\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:12:48.433434+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 2870.38, "started_at": "2026-05-19T16:12:45.562213+00:00", "ended_at": "2026-05-19T16:12:48.432622+00:00", "prompt_metrics": {"chars": 24234, "bytes_utf8": 24234, "lines": 722, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4102-d78d-7f61-982e-340ac836ffe3\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_6f52fed4a0ecf0be/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_6f52fed4a0ecf0be/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..155b5e3a8f6dc2063305a481bed098ac04a9a13d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_6f52fed4a0ecf0be/final_answer.txt @@ -0,0 +1 @@ +{"row_count": null, "preview_rows": [{"feature_9": "-0.70995", "support": 183, "avg_response": 1.7533879781420765}, {"feature_9": "-0.22995", "support": 72, "avg_response": -0.3542118055555556}, {"feature_9": "-0.55033", "support": 53, "avg_response": 1.2535}, {"feature_9": "-0.235", "support": 46, "avg_response": -0.32403891304347826}, {"feature_9": "0.081413", "support": 31, "avg_response": -0.67574}]} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_6f52fed4a0ecf0be/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_6f52fed4a0ecf0be/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..9af8d47c75eb693708b0a7a8d63e2a434954767e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_6f52fed4a0ecf0be/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_f +-- sql_source_dataset_id: n14 +-- family_id: cardinality_structure +-- canonical_subitem_id: high_cardinality_response_stability +-- intended_facet_id: target_cardinality_cross_section +-- variant_semantic_role: focused_target_view +-- template_id: tpl_cardinality_high_card_response_stability +-- query_record_id: v2q_n14_6f52fed4a0ecf0be +-- problem_id: v2p_n14_2ff4639df7604be8 +-- realization_mode: deterministic +-- source_kind: deterministic +SELECT + "feature_9", + COUNT(*) AS support, + AVG("feature_4") AS avg_response +FROM "n14" +GROUP BY "feature_9" +HAVING COUNT(*) >= 5.0 +ORDER BY support DESC, avg_response DESC; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_6f52fed4a0ecf0be/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_6f52fed4a0ecf0be/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..277ebd1f6c99a09e13d73c39679d91f8339de40f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_6f52fed4a0ecf0be/query_results.jsonl @@ -0,0 +1 @@ +{"node_name": "v2_template", "tool_name": "sqlite_query", "query": "-- sql_source_version: v2\n-- sql_source_label: v2_current\n-- sql_source_run_id: v2_cli_20260502_081223_f\n-- sql_source_dataset_id: n14\n-- family_id: cardinality_structure\n-- canonical_subitem_id: high_cardinality_response_stability\n-- intended_facet_id: target_cardinality_cross_section\n-- variant_semantic_role: focused_target_view\n-- template_id: tpl_cardinality_high_card_response_stability\n-- query_record_id: v2q_n14_6f52fed4a0ecf0be\n-- problem_id: v2p_n14_2ff4639df7604be8\n-- realization_mode: deterministic\n-- source_kind: deterministic\nSELECT\n \"feature_9\",\n COUNT(*) AS support,\n AVG(\"feature_4\") AS avg_response\nFROM \"n14\"\nGROUP BY \"feature_9\"\nHAVING COUNT(*) >= 5.0\nORDER BY support DESC, avg_response DESC;", "result": "{\"query\": \"-- sql_source_version: v2\\n-- sql_source_label: v2_current\\n-- sql_source_run_id: v2_cli_20260502_081223_f\\n-- sql_source_dataset_id: n14\\n-- family_id: cardinality_structure\\n-- canonical_subitem_id: high_cardinality_response_stability\\n-- intended_facet_id: target_cardinality_cross_section\\n-- variant_semantic_role: focused_target_view\\n-- template_id: tpl_cardinality_high_card_response_stability\\n-- query_record_id: v2q_n14_6f52fed4a0ecf0be\\n-- problem_id: v2p_n14_2ff4639df7604be8\\n-- realization_mode: deterministic\\n-- source_kind: deterministic\\nSELECT\\n \\\"feature_9\\\",\\n COUNT(*) AS support,\\n AVG(\\\"feature_4\\\") AS avg_response\\nFROM \\\"n14\\\"\\nGROUP BY \\\"feature_9\\\"\\nHAVING COUNT(*) >= 5.0\\nORDER BY support DESC, avg_response DESC;\", \"columns\": [\"feature_9\", \"support\", \"avg_response\"], \"rows\": [{\"feature_9\": \"-0.70995\", \"support\": 183, \"avg_response\": 1.7533879781420765}, {\"feature_9\": \"-0.22995\", \"support\": 72, \"avg_response\": -0.3542118055555556}, {\"feature_9\": \"-0.55033\", \"support\": 53, \"avg_response\": 1.2535}, {\"feature_9\": \"-0.235\", \"support\": 46, \"avg_response\": -0.32403891304347826}, {\"feature_9\": \"0.081413\", \"support\": 31, \"avg_response\": -0.67574}, {\"feature_9\": \"-0.2004\", \"support\": 28, \"avg_response\": -0.41622714285714285}, {\"feature_9\": \"-0.42617\", \"support\": 25, \"avg_response\": 0.2802924}, {\"feature_9\": \"-0.47347\", \"support\": 23, \"avg_response\": 0.9959}, {\"feature_9\": \"-0.23995\", \"support\": 23, \"avg_response\": -0.29731130434782604}, {\"feature_9\": \"-0.28429\", \"support\": 22, \"avg_response\": 0.38211849999999997}, {\"feature_9\": \"-0.53969\", \"support\": 21, \"avg_response\": 1.1254666666666668}, {\"feature_9\": \"-0.19665\", \"support\": 19, \"avg_response\": -0.43345263157894737}, {\"feature_9\": \"-0.63047\", \"support\": 18, \"avg_response\": 2.3455166666666667}, {\"feature_9\": \"-0.64447\", \"support\": 17, \"avg_response\": 2.074}, {\"feature_9\": \"-0.20409\", \"support\": 17, \"avg_response\": -0.3962511764705883}, {\"feature_9\": \"-0.64914\", \"support\": 16, \"avg_response\": 2.0816749999999997}, {\"feature_9\": \"-0.20917\", \"support\": 16, \"avg_response\": -0.71737}, {\"feature_9\": \"-0.21334\", \"support\": 15, \"avg_response\": 0.07547533333333334}, {\"feature_9\": \"0.013681\", \"support\": 15, \"avg_response\": -0.4515646666666667}, {\"feature_9\": \"-0.49712\", \"support\": 14, \"avg_response\": 0.7953171428571428}, {\"feature_9\": \"-0.21242\", \"support\": 13, \"avg_response\": -0.4017584615384615}, {\"feature_9\": \"0.14138\", \"support\": 12, \"avg_response\": -0.6974275}, {\"feature_9\": \"-0.63645\", \"support\": 10, \"avg_response\": 2.0856299999999997}, {\"feature_9\": \"-0.071453\", \"support\": 10, \"avg_response\": -0.009862300000000023}, {\"feature_9\": \"-0.19915\", \"support\": 10, \"avg_response\": -0.8648553999999999}, {\"feature_9\": \"-0.60354\", \"support\": 9, \"avg_response\": 1.0577333333333334}, {\"feature_9\": \"-0.098057\", \"support\": 8, \"avg_response\": -0.42752875}, {\"feature_9\": \"-0.2098\", \"support\": 8, \"avg_response\": -0.78693}, {\"feature_9\": \"-0.049863\", \"support\": 8, \"avg_response\": -0.90388}, {\"feature_9\": \"-0.20773\", \"support\": 7, \"avg_response\": -0.36741714285714283}, {\"feature_9\": \"-0.078319\", \"support\": 7, \"avg_response\": -0.5180914285714285}, {\"feature_9\": \"-0.057265\", \"support\": 7, \"avg_response\": -0.5705185714285714}, {\"feature_9\": \"-0.58834\", \"support\": 6, \"avg_response\": 1.3198}, {\"feature_9\": \"-0.052106\", \"support\": 6, \"avg_response\": -0.24074666666666666}, {\"feature_9\": \"-0.23108\", \"support\": 6, \"avg_response\": -0.25621}, {\"feature_9\": \"-0.031547\", \"support\": 6, \"avg_response\": -0.3695633333333333}, {\"feature_9\": \"-0.22971\", \"support\": 6, \"avg_response\": -0.5499066666666667}, {\"feature_9\": \"0.41011\", \"support\": 6, \"avg_response\": -0.7341566666666667}, {\"feature_9\": \"-0.20546\", \"support\": 6, \"avg_response\": -0.85907}, {\"feature_9\": \"-0.21112\", \"support\": 6, \"avg_response\": -0.89127}, {\"feature_9\": \"0.13829\", \"support\": 6, \"avg_response\": -0.98453}, {\"feature_9\": \"-0.59356\", \"support\": 5, \"avg_response\": 1.7894999999999999}, {\"feature_9\": \"-0.56807\", \"support\": 5, \"avg_response\": 1.16078}, {\"feature_9\": \"-0.22237\", \"support\": 5, \"avg_response\": 0.41879999999999995}, {\"feature_9\": \"-0.006679\", \"support\": 5, \"avg_response\": 0.1607166}, {\"feature_9\": \"0.21374\", \"support\": 5, \"avg_response\": 0.010706}, {\"feature_9\": \"-0.13405\", \"support\": 5, \"avg_response\": -0.25772}, {\"feature_9\": \"-0.2188\", \"support\": 5, \"avg_response\": -0.389778}, {\"feature_9\": \"-0.21131\", \"support\": 5, \"avg_response\": -0.434488}, {\"feature_9\": \"-0.11458\", \"support\": 5, \"avg_response\": -0.45898000000000005}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.04}"} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_6f52fed4a0ecf0be/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_6f52fed4a0ecf0be/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0e6a21018c9db68dc69a5a685f5919495d5cfc52 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_6f52fed4a0ecf0be/run_manifest.json @@ -0,0 +1,60 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:32:48.531029+00:00", + "ended_at": "2026-05-19T16:32:48.533980+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_6f52fed4a0ecf0be", + "problem_id": "v2p_n14_2ff4639df7604be8", + "dataset_id": "n14", + "template_id": "tpl_cardinality_high_card_response_stability", + "template_name": "High-Cardinality Response Stability", + "family_id": "cardinality_structure", + "canonical_subitem_id": "high_cardinality_response_stability", + "intended_facet_id": "target_cardinality_cross_section", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "template_fixed", + "source_kind": "deterministic", + "realization_mode": "deterministic", + "gate_priority": "deterministic", + "extended_family": true, + "question": "Use template High-Cardinality Response Stability to probe high_cardinality_response_stability with semantic role focused_target_view. Focus on measure_col=feature_4, key_col=feature_9.", + "bindings": { + "key_col": "feature_9", + "measure_col": "feature_4", + "min_support": 5 + }, + "binding_roles": [ + "key_col", + "target_col" + ], + "coverage_target_min": "enumerate_all_applicable", + "runtime_sql_skeleton": "SELECT\n {key_col},\n COUNT(*) AS support,\n AVG({measure_col}) AS avg_response\nFROM {table}\nGROUP BY {key_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY support DESC, avg_response DESC;", + "notes": [ + "default_facets=target_cardinality_cross_section", + "template_selection_mode=deterministic", + "problem_index_within_template=6", + "sql_variant_index=1/1" + ], + "template_selection_mode": "deterministic", + "selected_template_rank": 0, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_6f52fed4a0ecf0be.sql", + "usage_summary": { + "engine": "template", + "input_tokens": 0, + "cached_input_tokens": 0, + "output_tokens": 0, + "total_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "none" + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_6f52fed4a0ecf0be/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_6f52fed4a0ecf0be/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..96c9ff4feec395919fc26411d18d078b8af6e1c7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_6f52fed4a0ecf0be/usage_summary.json @@ -0,0 +1,9 @@ +{ + "engine": "template", + "input_tokens": 0, + "cached_input_tokens": 0, + "output_tokens": 0, + "total_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "none" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_72d129659752104c/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_72d129659752104c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..139305be4605a3d37060399072cfc77b93861bd8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_72d129659752104c/run_manifest.json @@ -0,0 +1,69 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:24:04.653344+00:00", + "ended_at": "2026-05-19T16:24:12.930956+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_72d129659752104c", + "problem_id": "v2p_n14_e41f8147519247b9", + "dataset_id": "n14", + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "family_id": "tail_rarity_structure", + "canonical_subitem_id": "tail_concentration_consistency", + "intended_facet_id": "rare_target_concentration", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=feature_33, measure_col=feature_41.", + "bindings": { + "group_col": "feature_33", + "measure_col": "feature_41", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": -0.079397, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "notes": [ + "default_facets=rare_target_concentration", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/2", + "binding_index=91" + ], + "template_selection_mode": "rule", + "selected_template_rank": 8, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_72d129659752104c/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_72d129659752104c/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e321e0f600bbcdc92cf1e1d298ea191b2dc4b4e7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_72d129659752104c/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:24:08.210727+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3553.22, "started_at": "2026-05-19T16:24:04.656201+00:00", "ended_at": "2026-05-19T16:24:08.209471+00:00", "prompt_metrics": {"chars": 24001, "bytes_utf8": 24001, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e410d-34bd-7f60-b6d6-a0a111662d45\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:24:12.930839+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3716.59, "started_at": "2026-05-19T16:24:09.213190+00:00", "ended_at": "2026-05-19T16:24:12.929841+00:00", "prompt_metrics": {"chars": 24001, "bytes_utf8": 24001, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e410d-4678-7053-81af-528fb4dd91f3\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_72f3650e89a36c05/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_72f3650e89a36c05/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4774a78665f6c2735d71f69d9d284855a3fb0b81 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_72f3650e89a36c05/run_manifest.json @@ -0,0 +1,69 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:18:58.036155+00:00", + "ended_at": "2026-05-19T16:19:08.953429+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_72f3650e89a36c05", + "problem_id": "v2p_n14_9a777b1cff50f1b7", + "dataset_id": "n14", + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "family_id": "tail_rarity_structure", + "canonical_subitem_id": "tail_mass_similarity", + "intended_facet_id": "tail_ranked_signal", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=feature_33, measure_col=feature_23.", + "bindings": { + "group_col": "feature_33", + "measure_col": "feature_23", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.21802, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "notes": [ + "default_facets=tail_ranked_signal", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/2", + "binding_index=73" + ], + "template_selection_mode": "rule", + "selected_template_rank": 7, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_72f3650e89a36c05/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_72f3650e89a36c05/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4a1ab51acf4fc4c579d1b1a8b226092a2b7329bb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_72f3650e89a36c05/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:19:04.890206+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 6850.88, "started_at": "2026-05-19T16:18:58.038351+00:00", "ended_at": "2026-05-19T16:19:04.889259+00:00", "prompt_metrics": {"chars": 24377, "bytes_utf8": 24377, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4108-8664-7300-a912-c62df336f8f0\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:19:08.953223+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3058.33, "started_at": "2026-05-19T16:19:05.892907+00:00", "ended_at": "2026-05-19T16:19:08.951286+00:00", "prompt_metrics": {"chars": 24377, "bytes_utf8": 24377, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4108-a52e-7f51-88bd-621eda00235a\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_87c70786818cf9a9/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_87c70786818cf9a9/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..da07da946dadc22cba1d8962840a58cd117b859b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_87c70786818cf9a9/run_manifest.json @@ -0,0 +1,69 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:24:38.443507+00:00", + "ended_at": "2026-05-19T16:24:46.012779+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_87c70786818cf9a9", + "problem_id": "v2p_n14_7d0dce1f27e11754", + "dataset_id": "n14", + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "family_id": "tail_rarity_structure", + "canonical_subitem_id": "tail_concentration_consistency", + "intended_facet_id": "rare_target_concentration", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=feature_42, measure_col=feature_43.", + "bindings": { + "group_col": "feature_42", + "measure_col": "feature_43", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.026975, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "notes": [ + "default_facets=rare_target_concentration", + "template_selection_mode=rule", + "problem_index_within_template=10", + "sql_variant_index=1/2", + "binding_index=93" + ], + "template_selection_mode": "rule", + "selected_template_rank": 8, + "problem_index_within_template": 10, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_9161a0d87370a34e/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_9161a0d87370a34e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5da0420df8d2df0fbdafd29ce6f5c948d8fcdff8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_9161a0d87370a34e/run_manifest.json @@ -0,0 +1,69 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:30:32.762712+00:00", + "ended_at": "2026-05-19T16:30:40.685453+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_9161a0d87370a34e", + "problem_id": "v2p_n14_d5143b6006c4742b", + "dataset_id": "n14", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=feature_10, measure_col=feature_31.", + "bindings": { + "group_col": "feature_10", + "measure_col": "feature_31", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": -0.23127, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=132" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_9161a0d87370a34e/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_9161a0d87370a34e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d038fb0dfa14f4daaea25054716e448abcd555a7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_9161a0d87370a34e/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:30:36.270506+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3503.87, "started_at": "2026-05-19T16:30:32.765550+00:00", "ended_at": "2026-05-19T16:30:36.269462+00:00", "prompt_metrics": {"chars": 23908, "bytes_utf8": 23908, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4113-20be-7bb3-8924-fa0a39c43e64\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:30:40.685316+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3411.55, "started_at": "2026-05-19T16:30:37.272383+00:00", "ended_at": "2026-05-19T16:30:40.684085+00:00", "prompt_metrics": {"chars": 23908, "bytes_utf8": 23908, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4113-3278-74a2-a6f9-3b46ba1efc69\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_99b25025f3b39504/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_99b25025f3b39504/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d9c63673875d2a1d06af3d34dcdba651cdb4e4dd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_99b25025f3b39504/run_manifest.json @@ -0,0 +1,67 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:17:36.173458+00:00", + "ended_at": "2026-05-19T16:17:47.877234+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_99b25025f3b39504", + "problem_id": "v2p_n14_bb33221facb6e195", + "dataset_id": "n14", + "template_id": "tpl_m4_quantile_tail_slice", + "template_name": "Quantile Tail Slice", + "family_id": "tail_rarity_structure", + "canonical_subitem_id": "tail_set_consistency", + "intended_facet_id": "low_support_extremes", + "variant_semantic_role": "rare_extreme_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=feature_12.", + "bindings": { + "measure_col": "feature_12", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": -0.11159, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;", + "notes": [ + "default_facets=low_support_extremes", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/1", + "binding_index=62" + ], + "template_selection_mode": "rule", + "selected_template_rank": 6, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_99b25025f3b39504/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_99b25025f3b39504/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c64337a44654d4a64a68eb4275322cfd67a5ccaf --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_99b25025f3b39504/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:17:43.435264+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 7257.59, "started_at": "2026-05-19T16:17:36.176617+00:00", "ended_at": "2026-05-19T16:17:43.434245+00:00", "prompt_metrics": {"chars": 23990, "bytes_utf8": 23990, "lines": 718, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4107-4724-7ad3-981b-973f67b05946\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:17:47.877108+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3439.04, "started_at": "2026-05-19T16:17:44.436757+00:00", "ended_at": "2026-05-19T16:17:47.875866+00:00", "prompt_metrics": {"chars": 23990, "bytes_utf8": 23990, "lines": 718, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4107-6764-7362-ad95-1af268dacfb2\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_9cef62231fd70c57/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_9cef62231fd70c57/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d45195b4e52d405a95ef1a82fab082196eace307 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_9cef62231fd70c57/run_manifest.json @@ -0,0 +1,72 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:24:53.661165+00:00", + "ended_at": "2026-05-19T16:25:01.278686+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_9cef62231fd70c57", + "problem_id": "v2p_n14_e5903b2eaa226a80", + "dataset_id": "n14", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_10, condition_col=target.", + "bindings": { + "group_col": "feature_10", + "condition_col": "target", + "condition_value": "6", + "positive_value": "6", + "negative_value": "1", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": -0.17928, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=96" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_9cef62231fd70c57/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_9cef62231fd70c57/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9ac62072a950e587b911f14db3f95197003932b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_9cef62231fd70c57/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:24:57.141117+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3475.93, "started_at": "2026-05-19T16:24:53.663959+00:00", "ended_at": "2026-05-19T16:24:57.139920+00:00", "prompt_metrics": {"chars": 24065, "bytes_utf8": 24065, "lines": 723, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e410d-f44d-7dd0-ac5f-4d0dc7eff899\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:25:01.278586+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3134.84, "started_at": "2026-05-19T16:24:58.142620+00:00", "ended_at": "2026-05-19T16:25:01.277517+00:00", "prompt_metrics": {"chars": 24065, "bytes_utf8": 24065, "lines": 723, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e410e-0588-7413-b939-638246af3fbc\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_a0e2d67266e626b0/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_a0e2d67266e626b0/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3934668e6812e70b39cf7c905f3ac9dba2552044 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_a0e2d67266e626b0/run_manifest.json @@ -0,0 +1,73 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:16:39.817054+00:00", + "ended_at": "2026-05-19T16:16:47.485893+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_a0e2d67266e626b0", + "problem_id": "v2p_n14_b675eaeac67edbee", + "dataset_id": "n14", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=feature_33, group_col_2=target.", + "bindings": { + "group_col": "feature_33", + "group_col_2": "target", + "predicate_col": "feature_2", + "predicate_op": ">=", + "predicate_value": 0.83152, + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.25664, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/1", + "binding_index=53" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_a0e2d67266e626b0/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_a0e2d67266e626b0/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7de4b9f7ef3afd7ee731cce03a47505833bc28d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_a0e2d67266e626b0/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:16:42.969695+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3147.62, "started_at": "2026-05-19T16:16:39.820949+00:00", "ended_at": "2026-05-19T16:16:42.968622+00:00", "prompt_metrics": {"chars": 24128, "bytes_utf8": 24128, "lines": 724, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4106-6b0c-7413-8ede-c305e44e895b\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:16:47.485738+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3512.72, "started_at": "2026-05-19T16:16:43.971579+00:00", "ended_at": "2026-05-19T16:16:47.484360+00:00", "prompt_metrics": {"chars": 24128, "bytes_utf8": 24128, "lines": 724, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4106-7b42-7132-8aea-34cc5adfc417\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_afc5e77b7c6b65e6/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_afc5e77b7c6b65e6/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..90f1e1efdde6ec9c05e71a01c0ae258ed941831b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_afc5e77b7c6b65e6/final_answer.txt @@ -0,0 +1 @@ +{"row_count": null, "preview_rows": [{"value_label": "-0.092482", "support": 1281, "support_share": 0.6405, "cumulative_support": 1281}, {"value_label": "0.050869", "support": 384, "support_share": 0.192, "cumulative_support": 1665}, {"value_label": "-0.020807", "support": 98, "support_share": 0.049, "cumulative_support": 1763}, {"value_label": "0.12254", "support": 96, "support_share": 0.048, "cumulative_support": 1859}, {"value_label": "0.19422", "support": 77, "support_share": 0.0385, "cumulative_support": 1936}]} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_afc5e77b7c6b65e6/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_afc5e77b7c6b65e6/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..858846eda92c9a4edc26f34c032ec9640cccd98d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_afc5e77b7c6b65e6/generated_sql.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_f +-- sql_source_dataset_id: n14 +-- family_id: cardinality_structure +-- canonical_subitem_id: support_rank_profile_consistency +-- intended_facet_id: value_imbalance_profile +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_cardinality_distinct_share_profile +-- query_record_id: v2q_n14_afc5e77b7c6b65e6 +-- problem_id: v2p_n14_329897ae482a932b +-- realization_mode: deterministic +-- source_kind: deterministic +WITH grouped AS ( + SELECT "feature_33" AS value_label, COUNT(*) AS support + FROM "n14" + GROUP BY "feature_33" +), ranked AS ( + SELECT + value_label, + support, + CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share, + SUM(support) OVER (ORDER BY support DESC, value_label ROWS UNBOUNDED PRECEDING) AS cumulative_support + FROM grouped +) +SELECT * +FROM ranked +ORDER BY support DESC, value_label; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_afc5e77b7c6b65e6/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_afc5e77b7c6b65e6/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5e04d34eb5e0cb0247c05868f01ea39acd18e595 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_afc5e77b7c6b65e6/query_results.jsonl @@ -0,0 +1 @@ +{"node_name": "v2_template", "tool_name": "sqlite_query", "query": "-- sql_source_version: v2\n-- sql_source_label: v2_current\n-- sql_source_run_id: v2_cli_20260502_081223_f\n-- sql_source_dataset_id: n14\n-- family_id: cardinality_structure\n-- canonical_subitem_id: support_rank_profile_consistency\n-- intended_facet_id: value_imbalance_profile\n-- variant_semantic_role: ranked_signal_view\n-- template_id: tpl_cardinality_distinct_share_profile\n-- query_record_id: v2q_n14_afc5e77b7c6b65e6\n-- problem_id: v2p_n14_329897ae482a932b\n-- realization_mode: deterministic\n-- source_kind: deterministic\nWITH grouped AS (\n SELECT \"feature_33\" AS value_label, COUNT(*) AS support\n FROM \"n14\"\n GROUP BY \"feature_33\"\n), ranked AS (\n SELECT\n value_label,\n support,\n CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share,\n SUM(support) OVER (ORDER BY support DESC, value_label ROWS UNBOUNDED PRECEDING) AS cumulative_support\n FROM grouped\n)\nSELECT *\nFROM ranked\nORDER BY support DESC, value_label;", "result": "{\"query\": \"-- sql_source_version: v2\\n-- sql_source_label: v2_current\\n-- sql_source_run_id: v2_cli_20260502_081223_f\\n-- sql_source_dataset_id: n14\\n-- family_id: cardinality_structure\\n-- canonical_subitem_id: support_rank_profile_consistency\\n-- intended_facet_id: value_imbalance_profile\\n-- variant_semantic_role: ranked_signal_view\\n-- template_id: tpl_cardinality_distinct_share_profile\\n-- query_record_id: v2q_n14_afc5e77b7c6b65e6\\n-- problem_id: v2p_n14_329897ae482a932b\\n-- realization_mode: deterministic\\n-- source_kind: deterministic\\nWITH grouped AS (\\n SELECT \\\"feature_33\\\" AS value_label, COUNT(*) AS support\\n FROM \\\"n14\\\"\\n GROUP BY \\\"feature_33\\\"\\n), ranked AS (\\n SELECT\\n value_label,\\n support,\\n CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share,\\n SUM(support) OVER (ORDER BY support DESC, value_label ROWS UNBOUNDED PRECEDING) AS cumulative_support\\n FROM grouped\\n)\\nSELECT *\\nFROM ranked\\nORDER BY support DESC, value_label;\", \"columns\": [\"value_label\", \"support\", \"support_share\", \"cumulative_support\"], \"rows\": [{\"value_label\": \"-0.092482\", \"support\": 1281, \"support_share\": 0.6405, \"cumulative_support\": 1281}, {\"value_label\": \"0.050869\", \"support\": 384, \"support_share\": 0.192, \"cumulative_support\": 1665}, {\"value_label\": \"-0.020807\", \"support\": 98, \"support_share\": 0.049, \"cumulative_support\": 1763}, {\"value_label\": \"0.12254\", \"support\": 96, \"support_share\": 0.048, \"cumulative_support\": 1859}, {\"value_label\": \"0.19422\", \"support\": 77, \"support_share\": 0.0385, \"cumulative_support\": 1936}, {\"value_label\": \"0.33757\", \"support\": 18, \"support_share\": 0.009, \"cumulative_support\": 1954}, {\"value_label\": \"0.2659\", \"support\": 11, \"support_share\": 0.0055, \"cumulative_support\": 1965}, {\"value_label\": \"0.40925\", \"support\": 9, \"support_share\": 0.0045, \"cumulative_support\": 1974}, {\"value_label\": \"0.48092\", \"support\": 6, \"support_share\": 0.003, \"cumulative_support\": 1980}, {\"value_label\": \"0.69595\", \"support\": 4, \"support_share\": 0.002, \"cumulative_support\": 1984}, {\"value_label\": \"0.5526\", \"support\": 3, \"support_share\": 0.0015, \"cumulative_support\": 1987}, {\"value_label\": \"0.91097\", \"support\": 3, \"support_share\": 0.0015, \"cumulative_support\": 1990}, {\"value_label\": \"0.76762\", \"support\": 2, \"support_share\": 0.001, \"cumulative_support\": 1992}, {\"value_label\": \"1.0543\", \"support\": 2, \"support_share\": 0.001, \"cumulative_support\": 1994}, {\"value_label\": \"1.341\", \"support\": 2, \"support_share\": 0.001, \"cumulative_support\": 1996}, {\"value_label\": \"54.739\", \"support\": 2, \"support_share\": 0.001, \"cumulative_support\": 1998}, {\"value_label\": \"0.8393\", \"support\": 1, \"support_share\": 0.0005, \"cumulative_support\": 1999}, {\"value_label\": \"1.4844\", \"support\": 1, \"support_share\": 0.0005, \"cumulative_support\": 2000}], \"row_count_returned\": 18, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.56}"} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_afc5e77b7c6b65e6/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_afc5e77b7c6b65e6/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..41bcf24584296d734367c2366e45c29ccf641c0d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_afc5e77b7c6b65e6/run_manifest.json @@ -0,0 +1,57 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:32:48.470061+00:00", + "ended_at": "2026-05-19T16:32:48.473891+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_afc5e77b7c6b65e6", + "problem_id": "v2p_n14_329897ae482a932b", + "dataset_id": "n14", + "template_id": "tpl_cardinality_distinct_share_profile", + "template_name": "Cardinality Distinct Share Profile", + "family_id": "cardinality_structure", + "canonical_subitem_id": "support_rank_profile_consistency", + "intended_facet_id": "value_imbalance_profile", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "template_fixed", + "source_kind": "deterministic", + "realization_mode": "deterministic", + "gate_priority": "deterministic", + "extended_family": true, + "question": "Use template Cardinality Distinct Share Profile to probe support_rank_profile_consistency with semantic role ranked_signal_view. Focus on group_col=feature_33.", + "bindings": { + "group_col": "feature_33" + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "enumerate_all_applicable", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col} AS value_label, COUNT(*) AS support\n FROM {table}\n GROUP BY {group_col}\n), ranked AS (\n SELECT\n value_label,\n support,\n CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share,\n SUM(support) OVER (ORDER BY support DESC, value_label ROWS UNBOUNDED PRECEDING) AS cumulative_support\n FROM grouped\n)\nSELECT *\nFROM ranked\nORDER BY support DESC, value_label;", + "notes": [ + "default_facets=support_concentration,value_imbalance_profile", + "template_selection_mode=deterministic", + "problem_index_within_template=2", + "sql_variant_index=1/1" + ], + "template_selection_mode": "deterministic", + "selected_template_rank": 0, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_afc5e77b7c6b65e6.sql", + "usage_summary": { + "engine": "template", + "input_tokens": 0, + "cached_input_tokens": 0, + "output_tokens": 0, + "total_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "none" + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_afc5e77b7c6b65e6/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_afc5e77b7c6b65e6/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..96c9ff4feec395919fc26411d18d078b8af6e1c7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_afc5e77b7c6b65e6/usage_summary.json @@ -0,0 +1,9 @@ +{ + "engine": "template", + "input_tokens": 0, + "cached_input_tokens": 0, + "output_tokens": 0, + "total_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "none" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_b5fe61e4ad799dbb/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_b5fe61e4ad799dbb/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..36fb4d96adef07676f88ebc1ff6a316d8bd1ad89 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_b5fe61e4ad799dbb/run_manifest.json @@ -0,0 +1,69 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:22:36.336374+00:00", + "ended_at": "2026-05-19T16:22:48.060784+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_b5fe61e4ad799dbb", + "problem_id": "v2p_n14_2ca94e50f5b7ae98", + "dataset_id": "n14", + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "family_id": "tail_rarity_structure", + "canonical_subitem_id": "tail_concentration_consistency", + "intended_facet_id": "rare_target_concentration", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=feature_34, measure_col=feature_36.", + "bindings": { + "group_col": "feature_34", + "measure_col": "feature_36", + "top_k": 16, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": -0.09507, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "notes": [ + "default_facets=rare_target_concentration", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=86" + ], + "template_selection_mode": "rule", + "selected_template_rank": 8, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_b5fe61e4ad799dbb/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_b5fe61e4ad799dbb/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5b0d3b84d4b2238508e52f7617bd498cf320db6a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_b5fe61e4ad799dbb/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:22:43.663865+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 7322.77, "started_at": "2026-05-19T16:22:36.339919+00:00", "ended_at": "2026-05-19T16:22:43.662724+00:00", "prompt_metrics": {"chars": 24002, "bytes_utf8": 24002, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e410b-dbc9-7df3-b055-24470efbb9fc\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:22:48.060675+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3393.34, "started_at": "2026-05-19T16:22:44.666279+00:00", "ended_at": "2026-05-19T16:22:48.059672+00:00", "prompt_metrics": {"chars": 24002, "bytes_utf8": 24002, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e410b-fc36-7b32-9ab9-d31be126535f\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_c8a567fc485cf69c/final_answer.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_c8a567fc485cf69c/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..99e9dc4563d57855029a5d977dfd6d18b0400fef --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_c8a567fc485cf69c/final_answer.txt @@ -0,0 +1 @@ +{"row_count": null, "preview_rows": [{"feature_13": "-0.07626", "support": 22, "avg_response": 1.6153609090909091}, {"feature_13": "-0.22169", "support": 16, "avg_response": 1.483425}, {"feature_13": "-0.1005", "support": 11, "avg_response": 1.5136881818181818}, {"feature_13": "-0.3041", "support": 10, "avg_response": 2.0094}, {"feature_13": "-0.29441", "support": 10, "avg_response": 0.5999779999999999}]} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_c8a567fc485cf69c/generated_sql.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_c8a567fc485cf69c/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..ec94caeef62dd66be328e1a6f95edd0c8d16e92b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_c8a567fc485cf69c/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_f +-- sql_source_dataset_id: n14 +-- family_id: cardinality_structure +-- canonical_subitem_id: high_cardinality_response_stability +-- intended_facet_id: target_cardinality_cross_section +-- variant_semantic_role: focused_target_view +-- template_id: tpl_cardinality_high_card_response_stability +-- query_record_id: v2q_n14_c8a567fc485cf69c +-- problem_id: v2p_n14_bd6a321fd1851e0b +-- realization_mode: deterministic +-- source_kind: deterministic +SELECT + "feature_13", + COUNT(*) AS support, + AVG("feature_1") AS avg_response +FROM "n14" +GROUP BY "feature_13" +HAVING COUNT(*) >= 5.0 +ORDER BY support DESC, avg_response DESC; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_c8a567fc485cf69c/query_results.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_c8a567fc485cf69c/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a17af95ee95a7273f3b0b23968d8cdb732ed2eb4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_c8a567fc485cf69c/query_results.jsonl @@ -0,0 +1 @@ +{"node_name": "v2_template", "tool_name": "sqlite_query", "query": "-- sql_source_version: v2\n-- sql_source_label: v2_current\n-- sql_source_run_id: v2_cli_20260502_081223_f\n-- sql_source_dataset_id: n14\n-- family_id: cardinality_structure\n-- canonical_subitem_id: high_cardinality_response_stability\n-- intended_facet_id: target_cardinality_cross_section\n-- variant_semantic_role: focused_target_view\n-- template_id: tpl_cardinality_high_card_response_stability\n-- query_record_id: v2q_n14_c8a567fc485cf69c\n-- problem_id: v2p_n14_bd6a321fd1851e0b\n-- realization_mode: deterministic\n-- source_kind: deterministic\nSELECT\n \"feature_13\",\n COUNT(*) AS support,\n AVG(\"feature_1\") AS avg_response\nFROM \"n14\"\nGROUP BY \"feature_13\"\nHAVING COUNT(*) >= 5.0\nORDER BY support DESC, avg_response DESC;", "result": "{\"query\": \"-- sql_source_version: v2\\n-- sql_source_label: v2_current\\n-- sql_source_run_id: v2_cli_20260502_081223_f\\n-- sql_source_dataset_id: n14\\n-- family_id: cardinality_structure\\n-- canonical_subitem_id: high_cardinality_response_stability\\n-- intended_facet_id: target_cardinality_cross_section\\n-- variant_semantic_role: focused_target_view\\n-- template_id: tpl_cardinality_high_card_response_stability\\n-- query_record_id: v2q_n14_c8a567fc485cf69c\\n-- problem_id: v2p_n14_bd6a321fd1851e0b\\n-- realization_mode: deterministic\\n-- source_kind: deterministic\\nSELECT\\n \\\"feature_13\\\",\\n COUNT(*) AS support,\\n AVG(\\\"feature_1\\\") AS avg_response\\nFROM \\\"n14\\\"\\nGROUP BY \\\"feature_13\\\"\\nHAVING COUNT(*) >= 5.0\\nORDER BY support DESC, avg_response DESC;\", \"columns\": [\"feature_13\", \"support\", \"avg_response\"], \"rows\": [{\"feature_13\": \"-0.07626\", \"support\": 22, \"avg_response\": 1.6153609090909091}, {\"feature_13\": \"-0.22169\", \"support\": 16, \"avg_response\": 1.483425}, {\"feature_13\": \"-0.1005\", \"support\": 11, \"avg_response\": 1.5136881818181818}, {\"feature_13\": \"-0.3041\", \"support\": 10, \"avg_response\": 2.0094}, {\"feature_13\": \"-0.29441\", \"support\": 10, \"avg_response\": 0.5999779999999999}, {\"feature_13\": \"-0.3879\", \"support\": 9, \"avg_response\": 1.787}, {\"feature_13\": \"0.11765\", \"support\": 9, \"avg_response\": 0.45211}, {\"feature_13\": \"-0.18728\", \"support\": 9, \"avg_response\": -0.76965}, {\"feature_13\": \"-0.052022\", \"support\": 8, \"avg_response\": 1.6200999999999999}, {\"feature_13\": \"-0.12474\", \"support\": 8, \"avg_response\": 1.54871125}, {\"feature_13\": \"-0.17321\", \"support\": 8, \"avg_response\": 1.53649375}, {\"feature_13\": \"-0.19745\", \"support\": 8, \"avg_response\": 1.025444875}, {\"feature_13\": \"-0.28229\", \"support\": 8, \"avg_response\": -0.52062875}, {\"feature_13\": \"-0.31137\", \"support\": 7, \"avg_response\": 2.0094}, {\"feature_13\": \"-0.3634\", \"support\": 7, \"avg_response\": 1.7698}, {\"feature_13\": \"0.26308\", \"support\": 7, \"avg_response\": 0.03090714285714285}, {\"feature_13\": \"0.40851\", \"support\": 7, \"avg_response\": -0.1985457142857143}, {\"feature_13\": \"-0.1611\", \"support\": 7, \"avg_response\": -0.20614428571428572}, {\"feature_13\": \"0.26593\", \"support\": 7, \"avg_response\": -0.55557}, {\"feature_13\": \"-0.18714\", \"support\": 7, \"avg_response\": -0.7696499999999998}, {\"feature_13\": \"-0.18734\", \"support\": 7, \"avg_response\": -0.7696499999999998}, {\"feature_13\": \"-0.18209\", \"support\": 6, \"avg_response\": 1.7645}, {\"feature_13\": \"-0.18215\", \"support\": 6, \"avg_response\": 1.7645}, {\"feature_13\": \"-0.23381\", \"support\": 6, \"avg_response\": 1.0459366666666667}, {\"feature_13\": \"-0.20957\", \"support\": 6, \"avg_response\": 0.9856616666666665}, {\"feature_13\": \"-0.1409\", \"support\": 6, \"avg_response\": 0.9712200000000001}, {\"feature_13\": \"-0.21038\", \"support\": 6, \"avg_response\": -0.37846}, {\"feature_13\": \"0.40232\", \"support\": 6, \"avg_response\": -0.4756500000000001}, {\"feature_13\": \"0.40748\", \"support\": 6, \"avg_response\": -0.4756500000000001}, {\"feature_13\": \"-0.18741\", \"support\": 6, \"avg_response\": -0.76965}, {\"feature_13\": \"-0.14946\", \"support\": 6, \"avg_response\": -0.8019616666666667}, {\"feature_13\": \"-0.31865\", \"support\": 5, \"avg_response\": 2.0094}, {\"feature_13\": \"-0.36899\", \"support\": 5, \"avg_response\": 1.7698}, {\"feature_13\": \"-0.20351\", \"support\": 5, \"avg_response\": 1.152928}, {\"feature_13\": \"-0.027783\", \"support\": 5, \"avg_response\": 1.0231359999999998}, {\"feature_13\": \"-0.14898\", \"support\": 5, \"avg_response\": 0.834056}, {\"feature_13\": \"-0.32107\", \"support\": 5, \"avg_response\": 0.6389759999999999}, {\"feature_13\": \"-0.16716\", \"support\": 5, \"avg_response\": 0.509012}, {\"feature_13\": \"-0.22259\", \"support\": 5, \"avg_response\": -0.04392799999999999}, {\"feature_13\": \"-0.23836\", \"support\": 5, \"avg_response\": -0.32655}, {\"feature_13\": \"-0.23107\", \"support\": 5, \"avg_response\": -0.40191}, {\"feature_13\": \"0.39473\", \"support\": 5, \"avg_response\": -0.4495}, {\"feature_13\": \"0.40335\", \"support\": 5, \"avg_response\": -0.47565}, {\"feature_13\": \"0.40439\", \"support\": 5, \"avg_response\": -0.47565}, {\"feature_13\": \"-0.22472\", \"support\": 5, \"avg_response\": -0.599078}, {\"feature_13\": \"-0.05948\", \"support\": 5, \"avg_response\": -1.0253}, {\"feature_13\": \"-0.053602\", \"support\": 5, \"avg_response\": -1.0375}], \"row_count_returned\": 47, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.12}"} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_c8a567fc485cf69c/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_c8a567fc485cf69c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7d8ce60cb171548c616a56b3ed2a2f066a57cb79 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_c8a567fc485cf69c/run_manifest.json @@ -0,0 +1,60 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:32:48.538053+00:00", + "ended_at": "2026-05-19T16:32:48.541108+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_c8a567fc485cf69c", + "problem_id": "v2p_n14_bd6a321fd1851e0b", + "dataset_id": "n14", + "template_id": "tpl_cardinality_high_card_response_stability", + "template_name": "High-Cardinality Response Stability", + "family_id": "cardinality_structure", + "canonical_subitem_id": "high_cardinality_response_stability", + "intended_facet_id": "target_cardinality_cross_section", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "template_fixed", + "source_kind": "deterministic", + "realization_mode": "deterministic", + "gate_priority": "deterministic", + "extended_family": true, + "question": "Use template High-Cardinality Response Stability to probe high_cardinality_response_stability with semantic role focused_target_view. Focus on measure_col=feature_1, key_col=feature_13.", + "bindings": { + "key_col": "feature_13", + "measure_col": "feature_1", + "min_support": 5 + }, + "binding_roles": [ + "key_col", + "target_col" + ], + "coverage_target_min": "enumerate_all_applicable", + "runtime_sql_skeleton": "SELECT\n {key_col},\n COUNT(*) AS support,\n AVG({measure_col}) AS avg_response\nFROM {table}\nGROUP BY {key_col}\nHAVING COUNT(*) >= {min_support}\nORDER BY support DESC, avg_response DESC;", + "notes": [ + "default_facets=target_cardinality_cross_section", + "template_selection_mode=deterministic", + "problem_index_within_template=8", + "sql_variant_index=1/1" + ], + "template_selection_mode": "deterministic", + "selected_template_rank": 0, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_c8a567fc485cf69c.sql", + "usage_summary": { + "engine": "template", + "input_tokens": 0, + "cached_input_tokens": 0, + "output_tokens": 0, + "total_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "none" + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_c8a567fc485cf69c/usage_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_c8a567fc485cf69c/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..96c9ff4feec395919fc26411d18d078b8af6e1c7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_c8a567fc485cf69c/usage_summary.json @@ -0,0 +1,9 @@ +{ + "engine": "template", + "input_tokens": 0, + "cached_input_tokens": 0, + "output_tokens": 0, + "total_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "none" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_c93a1dea70825291/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_c93a1dea70825291/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..30de64ef34fc494a4342bb85bf43454f2eb0ad95 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_c93a1dea70825291/run_manifest.json @@ -0,0 +1,72 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:15:21.312803+00:00", + "ended_at": "2026-05-19T16:15:29.185293+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_c93a1dea70825291", + "problem_id": "v2p_n14_9b2fdaefb9ccb78e", + "dataset_id": "n14", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=feature_43, condition_col=target.", + "bindings": { + "group_col": "feature_43", + "condition_col": "target", + "condition_value": "6", + "positive_value": "6", + "negative_value": "1", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": -0.079397, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/1", + "binding_index=40" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_c93a1dea70825291/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_c93a1dea70825291/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cd5f192358e1f8000a93a2f4880ca8c1fe8a7dd7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_c93a1dea70825291/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:15:24.681095+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3364.56, "started_at": "2026-05-19T16:15:21.315649+00:00", "ended_at": "2026-05-19T16:15:24.680242+00:00", "prompt_metrics": {"chars": 24622, "bytes_utf8": 24622, "lines": 723, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4105-37ed-7d42-b0c8-930798a3e2ee\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:15:29.185165+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3500.8, "started_at": "2026-05-19T16:15:25.683217+00:00", "ended_at": "2026-05-19T16:15:29.184068+00:00", "prompt_metrics": {"chars": 24622, "bytes_utf8": 24622, "lines": 723, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4105-490a-7a90-b6ae-f924db35ce7c\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_cfd28e780a3bb1c4/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_cfd28e780a3bb1c4/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..fc56540d69d5ee6b5fcf401fd9d40270b8690ce7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_cfd28e780a3bb1c4/run_manifest.json @@ -0,0 +1,73 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:16:18.542956+00:00", + "ended_at": "2026-05-19T16:16:30.977588+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_cfd28e780a3bb1c4", + "problem_id": "v2p_n14_3178387217e6fa2d", + "dataset_id": "n14", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=feature_33, group_col_2=feature_42.", + "bindings": { + "group_col": "feature_33", + "group_col_2": "feature_42", + "predicate_col": "target", + "predicate_op": "=", + "predicate_value": "5", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.647185, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/1", + "binding_index=51" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_cfd28e780a3bb1c4/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_cfd28e780a3bb1c4/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..009fdc32a6ad4287361646106b7cb87546b2978f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_cfd28e780a3bb1c4/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:16:22.029067+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3482.03, "started_at": "2026-05-19T16:16:18.545819+00:00", "ended_at": "2026-05-19T16:16:22.027891+00:00", "prompt_metrics": {"chars": 24129, "bytes_utf8": 24129, "lines": 724, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4106-17cd-7832-abaf-fa676a8b63e8\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:16:30.977420+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 7944.63, "started_at": "2026-05-19T16:16:23.031523+00:00", "ended_at": "2026-05-19T16:16:30.976210+00:00", "prompt_metrics": {"chars": 24129, "bytes_utf8": 24129, "lines": 724, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4106-298c-7473-ab39-f5116bec6fc0\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_d6f9663b6f5399d9/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_d6f9663b6f5399d9/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..06577db3b5b28f349c4fdbed858e5b46e4241581 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_d6f9663b6f5399d9/run_manifest.json @@ -0,0 +1,67 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:18:12.934051+00:00", + "ended_at": "2026-05-19T16:18:23.288617+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_d6f9663b6f5399d9", + "problem_id": "v2p_n14_28e388111ccc3d36", + "dataset_id": "n14", + "template_id": "tpl_m4_quantile_tail_slice", + "template_name": "Quantile Tail Slice", + "family_id": "tail_rarity_structure", + "canonical_subitem_id": "tail_set_consistency", + "intended_facet_id": "low_support_extremes", + "variant_semantic_role": "rare_extreme_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=feature_16.", + "bindings": { + "measure_col": "feature_16", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.58994, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;", + "notes": [ + "default_facets=low_support_extremes", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/1", + "binding_index=66" + ], + "template_selection_mode": "rule", + "selected_template_rank": 6, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_d6f9663b6f5399d9/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_d6f9663b6f5399d9/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9f97e4b09ad4a29745e571d0e84f0cefd3616eef --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_d6f9663b6f5399d9/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:18:16.410979+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3472.42, "started_at": "2026-05-19T16:18:12.937823+00:00", "ended_at": "2026-05-19T16:18:16.410279+00:00", "prompt_metrics": {"chars": 23989, "bytes_utf8": 23989, "lines": 718, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4107-d6de-7672-a68d-35be712e34d3\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:18:23.288530+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 5875.62, "started_at": "2026-05-19T16:18:17.412151+00:00", "ended_at": "2026-05-19T16:18:23.287799+00:00", "prompt_metrics": {"chars": 23989, "bytes_utf8": 23989, "lines": 718, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4107-e7b9-7e73-bd76-7d6821472925\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_e1d859e0465961ff/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_e1d859e0465961ff/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..90aaa5fdecb89716d22ebbf27406123d01510e86 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_e1d859e0465961ff/run_manifest.json @@ -0,0 +1,67 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:27:54.851265+00:00", + "ended_at": "2026-05-19T16:28:02.301512+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_e1d859e0465961ff", + "problem_id": "v2p_n14_96d943554c42e223", + "dataset_id": "n14", + "template_id": "tpl_threshold_rarity_cdf", + "template_name": "Threshold Rarity CDF", + "family_id": "tail_rarity_structure", + "canonical_subitem_id": "tail_set_consistency", + "intended_facet_id": "low_support_extremes", + "variant_semantic_role": "rare_extreme_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=feature_14.", + "bindings": { + "measure_col": "feature_14", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.75143, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};", + "notes": [ + "default_facets=low_support_extremes", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/1", + "binding_index=115" + ], + "template_selection_mode": "rule", + "selected_template_rank": 10, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_e1d859e0465961ff/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_e1d859e0465961ff/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..35e7a5c265aa9b26c0eb2b7a70ac10c0476c8f78 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_e1d859e0465961ff/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:27:58.267728+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3412.34, "started_at": "2026-05-19T16:27:54.854140+00:00", "ended_at": "2026-05-19T16:27:58.266526+00:00", "prompt_metrics": {"chars": 23754, "bytes_utf8": 23754, "lines": 718, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4110-b7d5-7603-90b5-12aae9b0c59a\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:28:02.301395+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3029.75, "started_at": "2026-05-19T16:27:59.270507+00:00", "ended_at": "2026-05-19T16:28:02.300320+00:00", "prompt_metrics": {"chars": 23754, "bytes_utf8": 23754, "lines": 718, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4110-c917-77f0-a7d5-ca3fb257b811\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_e54841821aad7e94/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_e54841821aad7e94/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f6de75e7a52bac918dbdee135b188cb7aeaf5e19 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_e54841821aad7e94/run_manifest.json @@ -0,0 +1,72 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:26:33.939047+00:00", + "ended_at": "2026-05-19T16:26:41.755179+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_e54841821aad7e94", + "problem_id": "v2p_n14_eab61643a19c2e66", + "dataset_id": "n14", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_10, condition_col=target.", + "bindings": { + "group_col": "feature_10", + "condition_col": "target", + "condition_value": "1", + "positive_value": "6", + "negative_value": "1", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.647185, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=2/2", + "binding_index=102" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 7, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_e54841821aad7e94/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_e54841821aad7e94/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1bf7cb68a77589f8e438893bf06ba6132fe3b965 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_e54841821aad7e94/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:26:37.493306+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3550.03, "started_at": "2026-05-19T16:26:33.942189+00:00", "ended_at": "2026-05-19T16:26:37.492258+00:00", "prompt_metrics": {"chars": 24062, "bytes_utf8": 24062, "lines": 723, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e410f-7bc5-79e0-a09f-cecc3ba3a003\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:26:41.755047+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3259.08, "started_at": "2026-05-19T16:26:38.494788+00:00", "ended_at": "2026-05-19T16:26:41.753909+00:00", "prompt_metrics": {"chars": 24062, "bytes_utf8": 24062, "lines": 723, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e410f-8db1-76a2-88f4-0dff0a023ac4\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_ef00f8c349f5410c/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_ef00f8c349f5410c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..80c60e2432b4859d8a16ba133135f2d8b4bc3ab0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_ef00f8c349f5410c/run_manifest.json @@ -0,0 +1,69 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:24:30.663405+00:00", + "ended_at": "2026-05-19T16:24:38.442762+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_ef00f8c349f5410c", + "problem_id": "v2p_n14_6ef41e04a51c713b", + "dataset_id": "n14", + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "family_id": "tail_rarity_structure", + "canonical_subitem_id": "tail_concentration_consistency", + "intended_facet_id": "rare_target_concentration", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=feature_34, measure_col=feature_42.", + "bindings": { + "group_col": "feature_34", + "measure_col": "feature_42", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": -0.16374, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "notes": [ + "default_facets=rare_target_concentration", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=2/2", + "binding_index=92" + ], + "template_selection_mode": "rule", + "selected_template_rank": 8, + "problem_index_within_template": 9, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_ef00f8c349f5410c/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_ef00f8c349f5410c/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..346b985d2043e63e32dd9dfc9d62923ffd231eae --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_ef00f8c349f5410c/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:24:33.933340+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3265.65, "started_at": "2026-05-19T16:24:30.666653+00:00", "ended_at": "2026-05-19T16:24:33.932344+00:00", "prompt_metrics": {"chars": 24002, "bytes_utf8": 24002, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e410d-9a68-72e0-9170-b42e91f8d968\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:24:38.442611+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3505.84, "started_at": "2026-05-19T16:24:34.935058+00:00", "ended_at": "2026-05-19T16:24:38.440946+00:00", "prompt_metrics": {"chars": 24002, "bytes_utf8": 24002, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e410d-aaf4-7f03-a4e5-1deb9b82fe93\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_efdf59c41bbdbcbc/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_efdf59c41bbdbcbc/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f94a4e3fb59729d73b6301a213f081a673da66e5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_efdf59c41bbdbcbc/run_manifest.json @@ -0,0 +1,69 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:23:16.030636+00:00", + "ended_at": "2026-05-19T16:23:23.999842+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_efdf59c41bbdbcbc", + "problem_id": "v2p_n14_f274626f8b7f36ce", + "dataset_id": "n14", + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "family_id": "tail_rarity_structure", + "canonical_subitem_id": "tail_concentration_consistency", + "intended_facet_id": "rare_target_concentration", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=feature_43, measure_col=feature_38.", + "bindings": { + "group_col": "feature_43", + "measure_col": "feature_38", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": -0.03736, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "notes": [ + "default_facets=rare_target_concentration", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=88" + ], + "template_selection_mode": "rule", + "selected_template_rank": 8, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_efdf59c41bbdbcbc/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_efdf59c41bbdbcbc/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2601790ffe9f36fbbbba003387b509f04dc2dbf8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_efdf59c41bbdbcbc/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:23:18.972209+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 2937.61, "started_at": "2026-05-19T16:23:16.033468+00:00", "ended_at": "2026-05-19T16:23:18.971115+00:00", "prompt_metrics": {"chars": 24002, "bytes_utf8": 24002, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e410c-76a9-7dd1-8e21-6c7ccf61ccf3\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:23:23.999739+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 4024.75, "started_at": "2026-05-19T16:23:19.973742+00:00", "ended_at": "2026-05-19T16:23:23.998543+00:00", "prompt_metrics": {"chars": 24002, "bytes_utf8": 24002, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e410c-8618-7f30-8ba1-a8d62e78519f\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_f2d9e26307024c07/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_f2d9e26307024c07/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a26f9652fb3c4e082d72a4421370135558f8c070 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_f2d9e26307024c07/run_manifest.json @@ -0,0 +1,72 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:14:51.293823+00:00", + "ended_at": "2026-05-19T16:14:58.917235+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_f2d9e26307024c07", + "problem_id": "v2p_n14_b90fd4f320a0c044", + "dataset_id": "n14", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=feature_10, condition_col=target.", + "bindings": { + "group_col": "feature_10", + "condition_col": "target", + "condition_value": "6", + "positive_value": "6", + "negative_value": "1", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": -0.079635, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/1", + "binding_index=36" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_f2d9e26307024c07/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_f2d9e26307024c07/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3d53b7b67ba5020823f523f40d869420f6d585ac --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_f2d9e26307024c07/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:14:54.637727+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3340.72, "started_at": "2026-05-19T16:14:51.296105+00:00", "ended_at": "2026-05-19T16:14:54.636847+00:00", "prompt_metrics": {"chars": 24622, "bytes_utf8": 24622, "lines": 723, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4104-c2b3-7cd3-83c4-edf985985070\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:14:58.917144+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3277.24, "started_at": "2026-05-19T16:14:55.639080+00:00", "ended_at": "2026-05-19T16:14:58.916355+00:00", "prompt_metrics": {"chars": 24622, "bytes_utf8": 24622, "lines": 723, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e4104-d3ac-7020-92b7-0a759d3ce6f0\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_f6a0b910787211a8/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_f6a0b910787211a8/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c232dc0972c8649c6d757956157fc5aea19b9863 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_f6a0b910787211a8/run_manifest.json @@ -0,0 +1,69 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:22:17.646871+00:00", + "ended_at": "2026-05-19T16:22:28.416826+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_f6a0b910787211a8", + "problem_id": "v2p_n14_253dddee2c52dfcd", + "dataset_id": "n14", + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "family_id": "tail_rarity_structure", + "canonical_subitem_id": "tail_concentration_consistency", + "intended_facet_id": "rare_target_concentration", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=feature_33, measure_col=feature_35.", + "bindings": { + "group_col": "feature_33", + "measure_col": "feature_35", + "top_k": 15, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": -0.22077, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "notes": [ + "default_facets=rare_target_concentration", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=85" + ], + "template_selection_mode": "rule", + "selected_template_rank": 8, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_f6a0b910787211a8/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_f6a0b910787211a8/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a2bb49d244fce761aa2ac2252d64ceba0a6f9df4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_f6a0b910787211a8/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:22:20.950780+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3299.59, "started_at": "2026-05-19T16:22:17.649798+00:00", "ended_at": "2026-05-19T16:22:20.949433+00:00", "prompt_metrics": {"chars": 24004, "bytes_utf8": 24004, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e410b-92a1-7aa1-b18f-b47f91e7dd95\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:22:28.416705+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 6462.49, "started_at": "2026-05-19T16:22:21.952886+00:00", "ended_at": "2026-05-19T16:22:28.415443+00:00", "prompt_metrics": {"chars": 24004, "bytes_utf8": 24004, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e410b-a386-7002-ab14-63fbf16d24d9\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_ffe36849edf25815/run_manifest.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_ffe36849edf25815/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5deecec4a37308e1c019f78db2d495823bed73e4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_ffe36849edf25815/run_manifest.json @@ -0,0 +1,69 @@ +{ + "run_id": "v2_cli_20260502_081223_f", + "dataset_id": "n14", + "started_at": "2026-05-19T16:21:05.311136+00:00", + "ended_at": "2026-05-19T16:21:12.294697+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n14_ffe36849edf25815", + "problem_id": "v2p_n14_45560668e045ef3d", + "dataset_id": "n14", + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "family_id": "tail_rarity_structure", + "canonical_subitem_id": "tail_mass_similarity", + "intended_facet_id": "tail_ranked_signal", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=feature_33, measure_col=feature_29.", + "bindings": { + "group_col": "feature_33", + "measure_col": "feature_29", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": -0.058391, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "notes": [ + "default_facets=tail_ranked_signal", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=2/2", + "binding_index=79" + ], + "template_selection_mode": "rule", + "selected_template_rank": 7, + "problem_index_within_template": 8, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "AI CLI command failed with exit code 1: " +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_ffe36849edf25815/trace.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_ffe36849edf25815/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..273c8acfb19132cf7df2d4a105cd9d9176ca332f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/artifacts/v2q_n14_ffe36849edf25815/trace.jsonl @@ -0,0 +1,2 @@ +{"timestamp": "2026-05-19T16:21:08.375934+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3061.83, "started_at": "2026-05-19T16:21:05.313221+00:00", "ended_at": "2026-05-19T16:21:08.375080+00:00", "prompt_metrics": {"chars": 24380, "bytes_utf8": 24380, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e410a-77a5-79b1-9ff9-af47633f302e\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} +{"timestamp": "2026-05-19T16:21:12.294612+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 2916.41, "started_at": "2026-05-19T16:21:09.377473+00:00", "ended_at": "2026-05-19T16:21:12.293918+00:00", "prompt_metrics": {"chars": 24380, "bytes_utf8": 24380, "lines": 720, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e410a-876f-7a01-8a17-1990a3d363cd\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_12adf00ddecdf78d.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_12adf00ddecdf78d.sql new file mode 100644 index 0000000000000000000000000000000000000000..38224c38c90fcd46fefab8c32cf83039085c23cc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_12adf00ddecdf78d.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_f +-- sql_source_dataset_id: n14 +-- family_id: cardinality_structure +-- canonical_subitem_id: support_rank_profile_consistency +-- intended_facet_id: value_imbalance_profile +-- variant_semantic_role: count_distribution +-- template_id: tpl_cardinality_support_rank_profile +-- query_record_id: v2q_n14_12adf00ddecdf78d +-- problem_id: v2p_n14_5a517d776023efb9 +-- realization_mode: deterministic +-- source_kind: deterministic +WITH grouped AS ( + SELECT "feature_42" AS value_label, COUNT(*) AS support + FROM "n14" + GROUP BY "feature_42" +) +SELECT + value_label, + support, + CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share, + ROW_NUMBER() OVER (ORDER BY support DESC, value_label) AS support_rank +FROM grouped +ORDER BY support DESC, value_label; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_1d57e16013f754da.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_1d57e16013f754da.sql new file mode 100644 index 0000000000000000000000000000000000000000..65e71e9a9369a08c38996273083043574a2da6c0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_1d57e16013f754da.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_f +-- sql_source_dataset_id: n14 +-- family_id: cardinality_structure +-- canonical_subitem_id: support_rank_profile_consistency +-- intended_facet_id: support_concentration +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_cardinality_distinct_share_profile +-- query_record_id: v2q_n14_1d57e16013f754da +-- problem_id: v2p_n14_a173eead3878dccf +-- realization_mode: deterministic +-- source_kind: deterministic +WITH grouped AS ( + SELECT "feature_43" AS value_label, COUNT(*) AS support + FROM "n14" + GROUP BY "feature_43" +), ranked AS ( + SELECT + value_label, + support, + CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share, + SUM(support) OVER (ORDER BY support DESC, value_label ROWS UNBOUNDED PRECEDING) AS cumulative_support + FROM grouped +) +SELECT * +FROM ranked +ORDER BY support DESC, value_label; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_26c7b1dbe430004a.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_26c7b1dbe430004a.sql new file mode 100644 index 0000000000000000000000000000000000000000..261fb1223670510649db093a7ed95d3d23379deb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_26c7b1dbe430004a.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_f +-- sql_source_dataset_id: n14 +-- family_id: cardinality_structure +-- canonical_subitem_id: high_cardinality_response_stability +-- intended_facet_id: target_cardinality_cross_section +-- variant_semantic_role: focused_target_view +-- template_id: tpl_cardinality_high_card_response_stability +-- query_record_id: v2q_n14_26c7b1dbe430004a +-- problem_id: v2p_n14_e0aefa36ebd44d6b +-- realization_mode: deterministic +-- source_kind: deterministic +SELECT + "feature_5", + COUNT(*) AS support, + AVG("feature_1") AS avg_response +FROM "n14" +GROUP BY "feature_5" +HAVING COUNT(*) >= 5.0 +ORDER BY support DESC, avg_response DESC; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_28688b46b5e59caa.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_28688b46b5e59caa.sql new file mode 100644 index 0000000000000000000000000000000000000000..10553a7840aa18a0655634180cec8c53fc075dd4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_28688b46b5e59caa.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_f +-- sql_source_dataset_id: n14 +-- family_id: cardinality_structure +-- canonical_subitem_id: high_cardinality_response_stability +-- intended_facet_id: target_cardinality_cross_section +-- variant_semantic_role: focused_target_view +-- template_id: tpl_cardinality_high_card_response_stability +-- query_record_id: v2q_n14_28688b46b5e59caa +-- problem_id: v2p_n14_65a2ab4f73a6d2b3 +-- realization_mode: deterministic +-- source_kind: deterministic +SELECT + "feature_14", + COUNT(*) AS support, + AVG("feature_3") AS avg_response +FROM "n14" +GROUP BY "feature_14" +HAVING COUNT(*) >= 5.0 +ORDER BY support DESC, avg_response DESC; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_41d350e6c74c680f.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_41d350e6c74c680f.sql new file mode 100644 index 0000000000000000000000000000000000000000..2d97d11a080fc0355fd6aa94f8648e05f520e224 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_41d350e6c74c680f.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_f +-- sql_source_dataset_id: n14 +-- family_id: cardinality_structure +-- canonical_subitem_id: high_cardinality_response_stability +-- intended_facet_id: target_cardinality_cross_section +-- variant_semantic_role: focused_target_view +-- template_id: tpl_cardinality_high_card_response_stability +-- query_record_id: v2q_n14_41d350e6c74c680f +-- problem_id: v2p_n14_3e8ab123d9a0f67a +-- realization_mode: deterministic +-- source_kind: deterministic +SELECT + "feature_17", + COUNT(*) AS support, + AVG("feature_4") AS avg_response +FROM "n14" +GROUP BY "feature_17" +HAVING COUNT(*) >= 5.0 +ORDER BY support DESC, avg_response DESC; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_56317e4674edc22a.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_56317e4674edc22a.sql new file mode 100644 index 0000000000000000000000000000000000000000..c533e4c77555fa3528dc507afd6eff6fde8bb43a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_56317e4674edc22a.sql @@ -0,0 +1,23 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_f +-- sql_source_dataset_id: n14 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n14_56317e4674edc22a +-- problem_id: v2p_n14_83505fbb375feaf3 +-- realization_mode: agent +-- source_kind: agent +SELECT + "feature_10", + SUM(CAST("feature_1" AS REAL)) AS "total_measure" +FROM "n14" +WHERE "feature_10" IS NOT NULL + AND "feature_10" <> '' + AND "feature_1" IS NOT NULL + AND "feature_1" <> '' +GROUP BY "feature_10" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_6f52fed4a0ecf0be.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_6f52fed4a0ecf0be.sql new file mode 100644 index 0000000000000000000000000000000000000000..9af8d47c75eb693708b0a7a8d63e2a434954767e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_6f52fed4a0ecf0be.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_f +-- sql_source_dataset_id: n14 +-- family_id: cardinality_structure +-- canonical_subitem_id: high_cardinality_response_stability +-- intended_facet_id: target_cardinality_cross_section +-- variant_semantic_role: focused_target_view +-- template_id: tpl_cardinality_high_card_response_stability +-- query_record_id: v2q_n14_6f52fed4a0ecf0be +-- problem_id: v2p_n14_2ff4639df7604be8 +-- realization_mode: deterministic +-- source_kind: deterministic +SELECT + "feature_9", + COUNT(*) AS support, + AVG("feature_4") AS avg_response +FROM "n14" +GROUP BY "feature_9" +HAVING COUNT(*) >= 5.0 +ORDER BY support DESC, avg_response DESC; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_7118d19153281bf1.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_7118d19153281bf1.sql new file mode 100644 index 0000000000000000000000000000000000000000..89e2643f43e3d1a3c639cb972aebbcdfd0ade893 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_7118d19153281bf1.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_f +-- sql_source_dataset_id: n14 +-- family_id: cardinality_structure +-- canonical_subitem_id: support_rank_profile_consistency +-- intended_facet_id: value_imbalance_profile +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_cardinality_distinct_share_profile +-- query_record_id: v2q_n14_7118d19153281bf1 +-- problem_id: v2p_n14_434d9fe0a7cdbfc7 +-- realization_mode: deterministic +-- source_kind: deterministic +WITH grouped AS ( + SELECT "feature_42" AS value_label, COUNT(*) AS support + FROM "n14" + GROUP BY "feature_42" +), ranked AS ( + SELECT + value_label, + support, + CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share, + SUM(support) OVER (ORDER BY support DESC, value_label ROWS UNBOUNDED PRECEDING) AS cumulative_support + FROM grouped +) +SELECT * +FROM ranked +ORDER BY support DESC, value_label; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_71878e2da37b6d98.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_71878e2da37b6d98.sql new file mode 100644 index 0000000000000000000000000000000000000000..47cef37ac69c607d896506940f5f1ebd138afe92 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_71878e2da37b6d98.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_f +-- sql_source_dataset_id: n14 +-- family_id: cardinality_structure +-- canonical_subitem_id: support_rank_profile_consistency +-- intended_facet_id: support_concentration +-- variant_semantic_role: count_distribution +-- template_id: tpl_cardinality_support_rank_profile +-- query_record_id: v2q_n14_71878e2da37b6d98 +-- problem_id: v2p_n14_e97bd984f9f00b2c +-- realization_mode: deterministic +-- source_kind: deterministic +WITH grouped AS ( + SELECT "feature_10" AS value_label, COUNT(*) AS support + FROM "n14" + GROUP BY "feature_10" +) +SELECT + value_label, + support, + CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share, + ROW_NUMBER() OVER (ORDER BY support DESC, value_label) AS support_rank +FROM grouped +ORDER BY support DESC, value_label; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_756326a73e657e48.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_756326a73e657e48.sql new file mode 100644 index 0000000000000000000000000000000000000000..2d79972ea9f805a06cf1565e3ae0794a716fcfd7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_756326a73e657e48.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_f +-- sql_source_dataset_id: n14 +-- family_id: cardinality_structure +-- canonical_subitem_id: support_rank_profile_consistency +-- intended_facet_id: value_imbalance_profile +-- variant_semantic_role: count_distribution +-- template_id: tpl_cardinality_support_rank_profile +-- query_record_id: v2q_n14_756326a73e657e48 +-- problem_id: v2p_n14_6b0f2bc809e1f4c8 +-- realization_mode: deterministic +-- source_kind: deterministic +WITH grouped AS ( + SELECT "target" AS value_label, COUNT(*) AS support + FROM "n14" + GROUP BY "target" +) +SELECT + value_label, + support, + CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share, + ROW_NUMBER() OVER (ORDER BY support DESC, value_label) AS support_rank +FROM grouped +ORDER BY support DESC, value_label; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_8f6b5a8f2ee9131c.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_8f6b5a8f2ee9131c.sql new file mode 100644 index 0000000000000000000000000000000000000000..6bfe6bea6175b6895506d03327203bd4caf4c810 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_8f6b5a8f2ee9131c.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_f +-- sql_source_dataset_id: n14 +-- family_id: cardinality_structure +-- canonical_subitem_id: support_rank_profile_consistency +-- intended_facet_id: support_concentration +-- variant_semantic_role: count_distribution +-- template_id: tpl_cardinality_support_rank_profile +-- query_record_id: v2q_n14_8f6b5a8f2ee9131c +-- problem_id: v2p_n14_fc18a4a80bbd86c9 +-- realization_mode: deterministic +-- source_kind: deterministic +WITH grouped AS ( + SELECT "feature_43" AS value_label, COUNT(*) AS support + FROM "n14" + GROUP BY "feature_43" +) +SELECT + value_label, + support, + CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share, + ROW_NUMBER() OVER (ORDER BY support DESC, value_label) AS support_rank +FROM grouped +ORDER BY support DESC, value_label; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_93b2b9f7eb5571bb.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_93b2b9f7eb5571bb.sql new file mode 100644 index 0000000000000000000000000000000000000000..e4c677e406d16330ac2fad10c3ee77ae8a1fe533 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_93b2b9f7eb5571bb.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_f +-- sql_source_dataset_id: n14 +-- family_id: cardinality_structure +-- canonical_subitem_id: high_cardinality_response_stability +-- intended_facet_id: target_cardinality_cross_section +-- variant_semantic_role: focused_target_view +-- template_id: tpl_cardinality_high_card_response_stability +-- query_record_id: v2q_n14_93b2b9f7eb5571bb +-- problem_id: v2p_n14_c6af0e406203e0c4 +-- realization_mode: deterministic +-- source_kind: deterministic +SELECT + "feature_19", + COUNT(*) AS support, + AVG("feature_2") AS avg_response +FROM "n14" +GROUP BY "feature_19" +HAVING COUNT(*) >= 5.0 +ORDER BY support DESC, avg_response DESC; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_a2e6fe2937bff4a6.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_a2e6fe2937bff4a6.sql new file mode 100644 index 0000000000000000000000000000000000000000..47d54053da78c2a6f5804f9b03f6d1721bf8eebb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_a2e6fe2937bff4a6.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_f +-- sql_source_dataset_id: n14 +-- family_id: cardinality_structure +-- canonical_subitem_id: support_rank_profile_consistency +-- intended_facet_id: value_imbalance_profile +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_cardinality_distinct_share_profile +-- query_record_id: v2q_n14_a2e6fe2937bff4a6 +-- problem_id: v2p_n14_98d24c501f66346e +-- realization_mode: deterministic +-- source_kind: deterministic +WITH grouped AS ( + SELECT "target" AS value_label, COUNT(*) AS support + FROM "n14" + GROUP BY "target" +), ranked AS ( + SELECT + value_label, + support, + CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share, + SUM(support) OVER (ORDER BY support DESC, value_label ROWS UNBOUNDED PRECEDING) AS cumulative_support + FROM grouped +) +SELECT * +FROM ranked +ORDER BY support DESC, value_label; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_a43c31ea882c6654.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_a43c31ea882c6654.sql new file mode 100644 index 0000000000000000000000000000000000000000..aa1285e0b56bf1efe40851028b311c3cd6bbb5ed --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_a43c31ea882c6654.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_f +-- sql_source_dataset_id: n14 +-- family_id: cardinality_structure +-- canonical_subitem_id: high_cardinality_response_stability +-- intended_facet_id: target_cardinality_cross_section +-- variant_semantic_role: focused_target_view +-- template_id: tpl_cardinality_high_card_response_stability +-- query_record_id: v2q_n14_a43c31ea882c6654 +-- problem_id: v2p_n14_2730c41ba6adc8cb +-- realization_mode: deterministic +-- source_kind: deterministic +SELECT + "feature_6", + COUNT(*) AS support, + AVG("feature_4") AS avg_response +FROM "n14" +GROUP BY "feature_6" +HAVING COUNT(*) >= 5.0 +ORDER BY support DESC, avg_response DESC; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_afc5e77b7c6b65e6.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_afc5e77b7c6b65e6.sql new file mode 100644 index 0000000000000000000000000000000000000000..858846eda92c9a4edc26f34c032ec9640cccd98d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_afc5e77b7c6b65e6.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_f +-- sql_source_dataset_id: n14 +-- family_id: cardinality_structure +-- canonical_subitem_id: support_rank_profile_consistency +-- intended_facet_id: value_imbalance_profile +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_cardinality_distinct_share_profile +-- query_record_id: v2q_n14_afc5e77b7c6b65e6 +-- problem_id: v2p_n14_329897ae482a932b +-- realization_mode: deterministic +-- source_kind: deterministic +WITH grouped AS ( + SELECT "feature_33" AS value_label, COUNT(*) AS support + FROM "n14" + GROUP BY "feature_33" +), ranked AS ( + SELECT + value_label, + support, + CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share, + SUM(support) OVER (ORDER BY support DESC, value_label ROWS UNBOUNDED PRECEDING) AS cumulative_support + FROM grouped +) +SELECT * +FROM ranked +ORDER BY support DESC, value_label; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_b0affa1cd4264d4c.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_b0affa1cd4264d4c.sql new file mode 100644 index 0000000000000000000000000000000000000000..c4e5bddb2b68114fc717ed9258c503d4da85659d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_b0affa1cd4264d4c.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_f +-- sql_source_dataset_id: n14 +-- family_id: cardinality_structure +-- canonical_subitem_id: high_cardinality_response_stability +-- intended_facet_id: target_cardinality_cross_section +-- variant_semantic_role: focused_target_view +-- template_id: tpl_cardinality_high_card_response_stability +-- query_record_id: v2q_n14_b0affa1cd4264d4c +-- problem_id: v2p_n14_a1cc8c79644ce334 +-- realization_mode: deterministic +-- source_kind: deterministic +SELECT + "feature_3", + COUNT(*) AS support, + AVG("feature_1") AS avg_response +FROM "n14" +GROUP BY "feature_3" +HAVING COUNT(*) >= 5.0 +ORDER BY support DESC, avg_response DESC; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_c03bc4319d0a051d.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_c03bc4319d0a051d.sql new file mode 100644 index 0000000000000000000000000000000000000000..c91c1b09f370cb8431b6f3894d7982795b7f3bae --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_c03bc4319d0a051d.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_f +-- sql_source_dataset_id: n14 +-- family_id: cardinality_structure +-- canonical_subitem_id: support_rank_profile_consistency +-- intended_facet_id: support_concentration +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_cardinality_distinct_share_profile +-- query_record_id: v2q_n14_c03bc4319d0a051d +-- problem_id: v2p_n14_f85cebb176df34a8 +-- realization_mode: deterministic +-- source_kind: deterministic +WITH grouped AS ( + SELECT "feature_34" AS value_label, COUNT(*) AS support + FROM "n14" + GROUP BY "feature_34" +), ranked AS ( + SELECT + value_label, + support, + CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share, + SUM(support) OVER (ORDER BY support DESC, value_label ROWS UNBOUNDED PRECEDING) AS cumulative_support + FROM grouped +) +SELECT * +FROM ranked +ORDER BY support DESC, value_label; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_c57ede94b0febfad.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_c57ede94b0febfad.sql new file mode 100644 index 0000000000000000000000000000000000000000..c34a014a643e83f5ad3ecc69e3dd034835f32ba6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_c57ede94b0febfad.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_f +-- sql_source_dataset_id: n14 +-- family_id: cardinality_structure +-- canonical_subitem_id: high_cardinality_response_stability +-- intended_facet_id: target_cardinality_cross_section +-- variant_semantic_role: focused_target_view +-- template_id: tpl_cardinality_high_card_response_stability +-- query_record_id: v2q_n14_c57ede94b0febfad +-- problem_id: v2p_n14_9f30666c3aea294f +-- realization_mode: deterministic +-- source_kind: deterministic +SELECT + "feature_16", + COUNT(*) AS support, + AVG("feature_2") AS avg_response +FROM "n14" +GROUP BY "feature_16" +HAVING COUNT(*) >= 5.0 +ORDER BY support DESC, avg_response DESC; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_c5a9b5977ee07f95.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_c5a9b5977ee07f95.sql new file mode 100644 index 0000000000000000000000000000000000000000..093736f4d816d838143d263a17b07fc3c603eef3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_c5a9b5977ee07f95.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_f +-- sql_source_dataset_id: n14 +-- family_id: cardinality_structure +-- canonical_subitem_id: high_cardinality_response_stability +-- intended_facet_id: target_cardinality_cross_section +-- variant_semantic_role: focused_target_view +-- template_id: tpl_cardinality_high_card_response_stability +-- query_record_id: v2q_n14_c5a9b5977ee07f95 +-- problem_id: v2p_n14_b7be6fbfb4f455a1 +-- realization_mode: deterministic +-- source_kind: deterministic +SELECT + "feature_8", + COUNT(*) AS support, + AVG("feature_2") AS avg_response +FROM "n14" +GROUP BY "feature_8" +HAVING COUNT(*) >= 5.0 +ORDER BY support DESC, avg_response DESC; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_c8a567fc485cf69c.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_c8a567fc485cf69c.sql new file mode 100644 index 0000000000000000000000000000000000000000..ec94caeef62dd66be328e1a6f95edd0c8d16e92b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_c8a567fc485cf69c.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_f +-- sql_source_dataset_id: n14 +-- family_id: cardinality_structure +-- canonical_subitem_id: high_cardinality_response_stability +-- intended_facet_id: target_cardinality_cross_section +-- variant_semantic_role: focused_target_view +-- template_id: tpl_cardinality_high_card_response_stability +-- query_record_id: v2q_n14_c8a567fc485cf69c +-- problem_id: v2p_n14_bd6a321fd1851e0b +-- realization_mode: deterministic +-- source_kind: deterministic +SELECT + "feature_13", + COUNT(*) AS support, + AVG("feature_1") AS avg_response +FROM "n14" +GROUP BY "feature_13" +HAVING COUNT(*) >= 5.0 +ORDER BY support DESC, avg_response DESC; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_ccee0b6344907771.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_ccee0b6344907771.sql new file mode 100644 index 0000000000000000000000000000000000000000..501b124f3ac136a0e64e42db3883287723c7e51d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_ccee0b6344907771.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_f +-- sql_source_dataset_id: n14 +-- family_id: cardinality_structure +-- canonical_subitem_id: high_cardinality_response_stability +-- intended_facet_id: target_cardinality_cross_section +-- variant_semantic_role: focused_target_view +-- template_id: tpl_cardinality_high_card_response_stability +-- query_record_id: v2q_n14_ccee0b6344907771 +-- problem_id: v2p_n14_78ae5a054b7fb298 +-- realization_mode: deterministic +-- source_kind: deterministic +SELECT + "feature_11", + COUNT(*) AS support, + AVG("feature_3") AS avg_response +FROM "n14" +GROUP BY "feature_11" +HAVING COUNT(*) >= 5.0 +ORDER BY support DESC, avg_response DESC; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_d503d70b592c0e61.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_d503d70b592c0e61.sql new file mode 100644 index 0000000000000000000000000000000000000000..8053801954f7985eb7497882ca3d94ad4129ab3e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_d503d70b592c0e61.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_f +-- sql_source_dataset_id: n14 +-- family_id: cardinality_structure +-- canonical_subitem_id: high_cardinality_response_stability +-- intended_facet_id: target_cardinality_cross_section +-- variant_semantic_role: focused_target_view +-- template_id: tpl_cardinality_high_card_response_stability +-- query_record_id: v2q_n14_d503d70b592c0e61 +-- problem_id: v2p_n14_13c726f589e8da45 +-- realization_mode: deterministic +-- source_kind: deterministic +SELECT + "feature_1", + COUNT(*) AS support, + AVG("feature_2") AS avg_response +FROM "n14" +GROUP BY "feature_1" +HAVING COUNT(*) >= 5.0 +ORDER BY support DESC, avg_response DESC; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_da5c0761b829a71a.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_da5c0761b829a71a.sql new file mode 100644 index 0000000000000000000000000000000000000000..22055f32f4dd431eb1533ed9228b3246bf106a68 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_da5c0761b829a71a.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_f +-- sql_source_dataset_id: n14 +-- family_id: cardinality_structure +-- canonical_subitem_id: support_rank_profile_consistency +-- intended_facet_id: support_concentration +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_cardinality_distinct_share_profile +-- query_record_id: v2q_n14_da5c0761b829a71a +-- problem_id: v2p_n14_36195f4c89f1c7cd +-- realization_mode: deterministic +-- source_kind: deterministic +WITH grouped AS ( + SELECT "feature_10" AS value_label, COUNT(*) AS support + FROM "n14" + GROUP BY "feature_10" +), ranked AS ( + SELECT + value_label, + support, + CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share, + SUM(support) OVER (ORDER BY support DESC, value_label ROWS UNBOUNDED PRECEDING) AS cumulative_support + FROM grouped +) +SELECT * +FROM ranked +ORDER BY support DESC, value_label; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_e1f3499f0fa4f05b.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_e1f3499f0fa4f05b.sql new file mode 100644 index 0000000000000000000000000000000000000000..6fb82a401dd6dbaf0d1577c9c097b0c2f04b86c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_e1f3499f0fa4f05b.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_f +-- sql_source_dataset_id: n14 +-- family_id: cardinality_structure +-- canonical_subitem_id: support_rank_profile_consistency +-- intended_facet_id: support_concentration +-- variant_semantic_role: count_distribution +-- template_id: tpl_cardinality_support_rank_profile +-- query_record_id: v2q_n14_e1f3499f0fa4f05b +-- problem_id: v2p_n14_7c0c1719b4a9c642 +-- realization_mode: deterministic +-- source_kind: deterministic +WITH grouped AS ( + SELECT "feature_34" AS value_label, COUNT(*) AS support + FROM "n14" + GROUP BY "feature_34" +) +SELECT + value_label, + support, + CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share, + ROW_NUMBER() OVER (ORDER BY support DESC, value_label) AS support_rank +FROM grouped +ORDER BY support DESC, value_label; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_f0b16a1b6425836b.sql b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_f0b16a1b6425836b.sql new file mode 100644 index 0000000000000000000000000000000000000000..91a58c4ef16d34a1d2ccd50a8988c58b2daeb58e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n14/sql/v2q_n14_f0b16a1b6425836b.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_cli_20260502_081223_f +-- sql_source_dataset_id: n14 +-- family_id: cardinality_structure +-- canonical_subitem_id: support_rank_profile_consistency +-- intended_facet_id: value_imbalance_profile +-- variant_semantic_role: count_distribution +-- template_id: tpl_cardinality_support_rank_profile +-- query_record_id: v2q_n14_f0b16a1b6425836b +-- problem_id: v2p_n14_8a43b6b00a9cfff9 +-- realization_mode: deterministic +-- source_kind: deterministic +WITH grouped AS ( + SELECT "feature_33" AS value_label, COUNT(*) AS support + FROM "n14" + GROUP BY "feature_33" +) +SELECT + value_label, + support, + CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share, + ROW_NUMBER() OVER (ORDER BY support DESC, value_label) AS support_rank +FROM grouped +ORDER BY support DESC, value_label; diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0031424b24615d0b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0031424b24615d0b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..dc16e21bb1f7a3b9023cc987693cd9b07640085d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0031424b24615d0b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:23:16.382729+00:00", + "ended_at": "2026-05-19T16:23:20.319918+00:00", + "elapsed_ms": 3937.13, + "returncode": 1, + "prompt_metrics": { + "chars": 68679, + "bytes_utf8": 68679, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0031424b24615d0b/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0031424b24615d0b/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0df22d8292fd1294507b07e73338301444f611d0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0031424b24615d0b/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:23:21.323956+00:00", + "ended_at": "2026-05-19T16:23:24.720168+00:00", + "elapsed_ms": 3396.14, + "returncode": 1, + "prompt_metrics": { + "chars": 68679, + "bytes_utf8": 68679, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0031424b24615d0b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0031424b24615d0b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bd9325309ce3a30f041f71e0693ea2f6ee9db479 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0031424b24615d0b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=cg_000, measure_col=cj_000.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "cg_000", + "measure_col": "cj_000", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 36538.56, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0031424b24615d0b/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0031424b24615d0b/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..bd9325309ce3a30f041f71e0693ea2f6ee9db479 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0031424b24615d0b/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"bt_000": "12.69", + "bu_000": "21614", + "bv_000": "21614", + "bx_000": "21772", + "by_000": "32", + "bz_000": "50", + "ca_000": "1994", + "cb_000": "21400", + "cc_000": "7710", + "cd_000": "1209600", + "ce_000": "302", + "cf_000": "2", + "cg_000": "6", + "ch_000": "0", + "ci_000": "2135.04", + "cj_000": "0", + "ck_000": "4525.44", + "cl_000": "2", + "cm_000": "16", + "cn_000": "0", + "cn_001": "52", + "cn_002": "2544", + "cn_003": "1894", + "cn_004": "2170", + "cn_005": "822", + "cn_006": "152", + "cn_007": "0", + "cn_008": "0", + "cn_009": "0", + "co_000": "2", + "cp_000": "2", + "cq_000": "21614", + "cr_000": "0", + "cs_000": "1032", + "cs_001": "6", + "cs_002": "24", + "cs_003": "656", + "cs_004": "692", + "cs_005": "4836", + "cs_006": "388", + "cs_007": "0", + "cs_008": "0", + "cs_009": "0", + "ct_000": "138", + "cu_000": "8", + "cv_000": "1666", + "cx_000": "72", + "cy_000": "0", + "cz_000": "12", + "da_000": "0", + "db_000": "0", + "dc_000": "2578", + "dd_000": "76", + 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"ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=cg_000, measure_col=cj_000.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "cg_000", + "measure_col": "cj_000", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 36538.56, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0031424b24615d0b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0031424b24615d0b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..946932042b495a139722de4b4b59e3b20795c6a7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0031424b24615d0b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-7802-7290-98fd-69130d42cb5b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0031424b24615d0b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0031424b24615d0b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ceca695ffcbf0e61ef4fd6e4c53e86ee8f248408 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0031424b24615d0b/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-7802-7290-98fd-69130d42cb5b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0031424b24615d0b/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0031424b24615d0b/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3fb422e5113a966ef36bca5212c91ee726c276ef --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0031424b24615d0b/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-8b4d-71a0-8bf8-28772ea69067"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0031424b24615d0b/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0031424b24615d0b/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..aeb759977e2b66453884b10a2b82eebea0481671 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0031424b24615d0b/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-8b4d-71a0-8bf8-28772ea69067"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0031424b24615d0b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0031424b24615d0b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0031424b24615d0b/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0031424b24615d0b/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..112133a05c500f5ab7ad496cda62899e723052b0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:09:39.972232+00:00", + "ended_at": "2026-05-19T16:09:43.160210+00:00", + "elapsed_ms": 3187.95, + "returncode": 1, + "prompt_metrics": { + "chars": 68501, + "bytes_utf8": 68501, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7c8eb4c96d6d1802af4170f2e903c2c17889f369 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:09:44.163493+00:00", + "ended_at": "2026-05-19T16:09:46.922509+00:00", + "elapsed_ms": 2758.98, + "returncode": 1, + "prompt_metrics": { + "chars": 68501, + "bytes_utf8": 68501, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..889472b6d58991b1ab5f7c4946cc400901a69a99 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=ae_000, measure_col=ac_000.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "ae_000", + "measure_col": "ac_000", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 815.92, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..889472b6d58991b1ab5f7c4946cc400901a69a99 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", 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"2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=ae_000, measure_col=ac_000.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "ae_000", + "measure_col": "ac_000", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 815.92, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4eef8ce14ea45fec9b6b0a4c0eedbdd27e287d16 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-02a0-71e2-9de7-ad3ba2006042"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..30cc0616a4274942ca710a871dc9a6122b433e72 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-02a0-71e2-9de7-ad3ba2006042"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..19b39d321728e85fc3de063547cbbd7b7940ba15 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-12eb-74d0-8898-aab89f79dd32"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..6f17c534849efc5632b5beb7c04fc55dae298ae9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-12eb-74d0-8898-aab89f79dd32"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0297ac50c6d82595/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0297ac50c6d82595/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0a7df6a7c964732e41f8106953de1d249932985c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0297ac50c6d82595/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:29:17.955126+00:00", + "ended_at": "2026-05-19T16:29:21.106653+00:00", + "elapsed_ms": 3151.48, + "returncode": 1, + "prompt_metrics": { + "chars": 68441, + "bytes_utf8": 68441, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0297ac50c6d82595/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0297ac50c6d82595/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c2666d68d8a72293eb67957bb2aceebfd66eb2ba --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0297ac50c6d82595/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:29:22.110775+00:00", + "ended_at": "2026-05-19T16:29:25.338541+00:00", + "elapsed_ms": 3227.71, + "returncode": 1, + "prompt_metrics": { + "chars": 68441, + "bytes_utf8": 68441, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0297ac50c6d82595/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0297ac50c6d82595/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1c9e91e8bfa3f142ecc5c331b92e09874af4cf75 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0297ac50c6d82595/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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+ "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "co_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cr_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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+ "notnull": false, + "pk": false + }, + { + "name": "da_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "db_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "de_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "df_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "di_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dl_000", + "type": "TEXT", + "notnull": false, + "pk": 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"ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_threshold_rarity_cdf", + "template_name": "Threshold Rarity CDF", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=cx_000.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "cx_000", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 35022.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0297ac50c6d82595/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0297ac50c6d82595/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..1c9e91e8bfa3f142ecc5c331b92e09874af4cf75 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0297ac50c6d82595/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", 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Focus on measure_col=cx_000.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "cx_000", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 35022.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0297ac50c6d82595/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0297ac50c6d82595/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..cc8de731b168dfa1a80b25098525d27fe5192108 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0297ac50c6d82595/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-fc7e-77f2-bb41-c143f3a31fc0"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. 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Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0297ac50c6d82595/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0297ac50c6d82595/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0d94c813d0faa35779e431cdec017d612ba35b81 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0297ac50c6d82595/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-0cb0-7ba3-bf9f-2d2a2bb21a9b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0297ac50c6d82595/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0297ac50c6d82595/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..374da7c5f9e697fd94d9c64edf487dd1df4056d1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0297ac50c6d82595/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-0cb0-7ba3-bf9f-2d2a2bb21a9b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0297ac50c6d82595/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0297ac50c6d82595/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0297ac50c6d82595/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0297ac50c6d82595/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_043696e3f6575fd5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_043696e3f6575fd5/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..478f222048e2e99b0a1dc08c9c62a22c88df7f10 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_043696e3f6575fd5/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:30:39.839186+00:00", + "ended_at": "2026-05-19T16:30:43.160128+00:00", + "elapsed_ms": 3320.89, + "returncode": 1, + "prompt_metrics": { + "chars": 68493, + "bytes_utf8": 68493, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_043696e3f6575fd5/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_043696e3f6575fd5/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..41d3084fc825b72dadb1830bd7fbda000d1aaf72 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_043696e3f6575fd5/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:30:44.163717+00:00", + "ended_at": "2026-05-19T16:30:47.685393+00:00", + "elapsed_ms": 3521.63, + "returncode": 1, + "prompt_metrics": { + "chars": 68493, + "bytes_utf8": 68493, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_043696e3f6575fd5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_043696e3f6575fd5/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1f7f83da868e267c0226b93d0ff81ef007c82716 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_043696e3f6575fd5/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"bt_000": "12.69", + "bu_000": "21614", + "bv_000": "21614", + "bx_000": "21772", + "by_000": "32", + "bz_000": "50", + "ca_000": "1994", + "cb_000": "21400", + "cc_000": "7710", + "cd_000": "1209600", + "ce_000": "302", + "cf_000": "2", + "cg_000": "6", + "ch_000": "0", + "ci_000": "2135.04", + "cj_000": "0", + "ck_000": "4525.44", + "cl_000": "2", + "cm_000": "16", + "cn_000": "0", + "cn_001": "52", + "cn_002": "2544", + "cn_003": "1894", + "cn_004": "2170", + "cn_005": "822", + "cn_006": "152", + "cn_007": "0", + "cn_008": "0", + "cn_009": "0", + "co_000": "2", + "cp_000": "2", + "cq_000": "21614", + "cr_000": "0", + "cs_000": "1032", + "cs_001": "6", + "cs_002": "24", + "cs_003": "656", + "cs_004": "692", + "cs_005": "4836", + "cs_006": "388", + "cs_007": "0", + "cs_008": "0", + "cs_009": "0", + "ct_000": "138", + "cu_000": "8", + "cv_000": "1666", + "cx_000": "72", + "cy_000": "0", + "cz_000": "12", + "da_000": "0", + "db_000": "0", + "dc_000": "2578", + "dd_000": "76", + "de_000": "62", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "232", + "do_000": "0", + "dp_000": "0", + "dq_000": "2014", + "dr_000": "370", + "ds_000": "48", + "dt_000": "18", + "du_000": "15740", + "dv_000": "1822", + "dx_000": "20174", + "dy_000": "44", + "dz_000": "0", + "ea_000": "0", + "eb_000": "0", + "ec_00": "1.08", + "ed_000": "54", + "ee_000": "5670", + "ee_001": "1566", + "ee_002": "240", + "ee_003": "46", + "ee_004": "58", + "ee_005": "44", + "ee_006": "10", + "ee_007": "0", + "ee_008": "0", + "ee_009": "0", + "ef_000": "4", + "eg_000": "32" + }, + { + "class": "neg", + "aa_000": "60874", + "ab_000": "", + "ac_000": "1368", + "ad_000": "458", + "ae_000": "0", + "af_000": "0", + "ag_000": "0", + "ag_001": "0", + "ag_002": "0", + "ag_003": "0", + "ag_004": "43752", + "ag_005": "1966618", + "ag_006": "1800340", + "ag_007": "131646", + "ag_008": "4588", + "ag_009": "0", + "ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role rare_extreme_view. Focus on group_col=aj_000.", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "aj_000", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7796.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_043696e3f6575fd5/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_043696e3f6575fd5/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..1f7f83da868e267c0226b93d0ff81ef007c82716 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_043696e3f6575fd5/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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Focus on group_col=aj_000.", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "aj_000", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7796.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_043696e3f6575fd5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_043696e3f6575fd5/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8c2c8281052f0ef104c8387c1425d1b1e39b3918 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_043696e3f6575fd5/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4113-3c4c-7550-9b2a-3f9a681d07a6"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. 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Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_043696e3f6575fd5/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_043696e3f6575fd5/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b695edb95cb20538e60759bbbecc6ff854bd22f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_043696e3f6575fd5/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4113-4d5b-7141-b798-89d8f6af2331"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_043696e3f6575fd5/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_043696e3f6575fd5/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..3069e54858d4cafc8daf0925ceddaff4621d645f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_043696e3f6575fd5/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4113-4d5b-7141-b798-89d8f6af2331"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_043696e3f6575fd5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_043696e3f6575fd5/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_043696e3f6575fd5/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_043696e3f6575fd5/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_04c8c0b5fbbfd5c6/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_04c8c0b5fbbfd5c6/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..fe05b2cd24e54d1637ea074823dc029e042fa94e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_04c8c0b5fbbfd5c6/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:21:11.466228+00:00", + "ended_at": "2026-05-19T16:21:14.797709+00:00", + "elapsed_ms": 3331.45, + "returncode": 1, + "prompt_metrics": { + "chars": 69056, + "bytes_utf8": 69056, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3037a019f4601e70e11e6f0565540705572083dd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:09:54.186784+00:00", + "ended_at": "2026-05-19T16:09:57.532017+00:00", + "elapsed_ms": 3345.18, + "returncode": 1, + "prompt_metrics": { + "chars": 68502, + "bytes_utf8": 68502, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..932da3d43ca43683cc615999cd2c6ef89996b79e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:09:58.535412+00:00", + "ended_at": "2026-05-19T16:10:01.449334+00:00", + "elapsed_ms": 2913.89, + "returncode": 1, + "prompt_metrics": { + "chars": 68502, + "bytes_utf8": 68502, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..78986f56238bd6ceaad5608b6780b2efd45a917d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=af_000, measure_col=ad_000.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "af_000", + "measure_col": "ad_000", + "top_k": 18, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 651.76, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..78986f56238bd6ceaad5608b6780b2efd45a917d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=af_000, measure_col=ad_000.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "af_000", + "measure_col": "ad_000", + "top_k": 18, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 651.76, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4ab8687dc768f26284bfe228026792c44a70bd61 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-39fc-7370-8670-deecc7564333"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a42c079ac25d638840218e91f8bd91e2afc361c7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-39fc-7370-8670-deecc7564333"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b74f5f4925c43a4a94dad0c9bd1e3f7dc5d6c770 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-4af5-7752-ae12-3ae05d20b470"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..4143efb865ba93d1f5f435c2e8de62a7b17e28e2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-4af5-7752-ae12-3ae05d20b470"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_069dda9e4b2de177/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_069dda9e4b2de177/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a06b6c3c9786e6190661dfaf7bfff8615e0edb40 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_069dda9e4b2de177/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:18:51.313074+00:00", + "ended_at": "2026-05-19T16:18:57.391380+00:00", + "elapsed_ms": 6078.26, + "returncode": 1, + "prompt_metrics": { + "chars": 68676, + "bytes_utf8": 68676, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_069dda9e4b2de177/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_069dda9e4b2de177/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..300bf509c650a91090ea4c854b96377787e7fb6a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_069dda9e4b2de177/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:18:58.394747+00:00", + "ended_at": "2026-05-19T16:19:03.212167+00:00", + "elapsed_ms": 4817.39, + "returncode": 1, + "prompt_metrics": { + "chars": 68676, + "bytes_utf8": 68676, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_069dda9e4b2de177/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_069dda9e4b2de177/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cd030bcba142485fb4579de36ae03d5a57c49ae5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_069dda9e4b2de177/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_quantile_tail_slice", + "template_name": "Quantile Tail Slice", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=bp_000.", + "planned_template_id": "tpl_m4_quantile_tail_slice", + "bindings": { + "measure_col": "bp_000", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 389060.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_069dda9e4b2de177/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_069dda9e4b2de177/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..cd030bcba142485fb4579de36ae03d5a57c49ae5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_069dda9e4b2de177/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_quantile_tail_slice", + "template_name": "Quantile Tail Slice", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=bp_000.", + "planned_template_id": "tpl_m4_quantile_tail_slice", + "bindings": { + "measure_col": "bp_000", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 389060.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_069dda9e4b2de177/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_069dda9e4b2de177/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e7c649065f6128fef3c227e30127e0a91720ea4f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_069dda9e4b2de177/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-6c38-7681-87df-513c8363f89e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_069dda9e4b2de177/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_069dda9e4b2de177/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8a67dc1e32e9d54a383f65e762ed3925906c45b0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_069dda9e4b2de177/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-6c38-7681-87df-513c8363f89e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_069dda9e4b2de177/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_069dda9e4b2de177/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..210014fc223756b3ac4c4289605e98733b1e98f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_069dda9e4b2de177/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-87cf-7bb3-bae0-a1f6e1b83727"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_069dda9e4b2de177/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_069dda9e4b2de177/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..098f93500e93eb9e0ccc987dd39d022d963d2b8a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_069dda9e4b2de177/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-87cf-7bb3-bae0-a1f6e1b83727"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_069dda9e4b2de177/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_069dda9e4b2de177/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_069dda9e4b2de177/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_069dda9e4b2de177/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0a3458707cb0db4d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0a3458707cb0db4d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..39d8003fcad4c8b535e64a664e978f59825abcde --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0a3458707cb0db4d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:23:24.762240+00:00", + "ended_at": "2026-05-19T16:23:28.600704+00:00", + "elapsed_ms": 3838.42, + "returncode": 1, + "prompt_metrics": { + "chars": 68685, + "bytes_utf8": 68685, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0a3458707cb0db4d/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0a3458707cb0db4d/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7bb35e537d65d9faf93b4f8e0d6c8f700379a8b5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0a3458707cb0db4d/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:23:29.605908+00:00", + "ended_at": "2026-05-19T16:23:36.974758+00:00", + "elapsed_ms": 7368.8, + "returncode": 1, + "prompt_metrics": { + "chars": 68685, + "bytes_utf8": 68685, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0a3458707cb0db4d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0a3458707cb0db4d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..50ae0095943ff50aed116699b8276dd9aa4bd338 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0a3458707cb0db4d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=cg_000, measure_col=cj_000.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "cg_000", + "measure_col": "cj_000", + "top_k": 15, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 26188.5312, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0a3458707cb0db4d/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0a3458707cb0db4d/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..50ae0095943ff50aed116699b8276dd9aa4bd338 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0a3458707cb0db4d/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"cs_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ct_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cy_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cz_000", + "type": "TEXT", 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"ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=cg_000, measure_col=cj_000.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "cg_000", + "measure_col": "cj_000", + "top_k": 15, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 26188.5312, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0a3458707cb0db4d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0a3458707cb0db4d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d1fa0dbf1eb453db0936a3172ee3c7e22ec71656 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0a3458707cb0db4d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-98d5-7a02-8b78-dfb1b11cea0b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0a3458707cb0db4d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0a3458707cb0db4d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0d96a0b45e2c60cea4c377a0e8d9ee38b2b26fc0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0a3458707cb0db4d/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-98d5-7a02-8b78-dfb1b11cea0b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0a3458707cb0db4d/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0a3458707cb0db4d/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d1c8a6a44802d3a3582c7c53fb214eb1e114927e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0a3458707cb0db4d/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-abaa-7112-a32c-867f190b5cc6"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0a3458707cb0db4d/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0a3458707cb0db4d/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e65e08555b23cebce39e0a4a5ab856ae6798b9a7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0a3458707cb0db4d/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-abaa-7112-a32c-867f190b5cc6"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0a3458707cb0db4d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0a3458707cb0db4d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0a3458707cb0db4d/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0a3458707cb0db4d/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..45c1c90429c2d1b94a8d1cef6bd983f6a5869860 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:27:57.129854+00:00", + "ended_at": "2026-05-19T16:28:00.567556+00:00", + "elapsed_ms": 3437.63, + "returncode": 1, + "prompt_metrics": { + "chars": 68751, + "bytes_utf8": 68751, + "lines": 2151, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9b608094b03b27d33e079ea66eef6ce79de02491 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:28:01.571496+00:00", + "ended_at": "2026-05-19T16:28:05.213807+00:00", + "elapsed_ms": 3642.26, + "returncode": 1, + "prompt_metrics": { + "chars": 68751, + "bytes_utf8": 68751, + "lines": 2151, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1bd31f9a2b609a74bb14fbfa2a2f2f41a332c66f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=as_000, condition_col=class.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "as_000", + "condition_col": "class", + "condition_value": "pos", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 4430.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..1bd31f9a2b609a74bb14fbfa2a2f2f41a332c66f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"bt_000": "12.69", + "bu_000": "21614", + "bv_000": "21614", + "bx_000": "21772", + "by_000": "32", + "bz_000": "50", + "ca_000": "1994", + "cb_000": "21400", + "cc_000": "7710", + "cd_000": "1209600", + "ce_000": "302", + "cf_000": "2", + "cg_000": "6", + "ch_000": "0", + "ci_000": "2135.04", + "cj_000": "0", + "ck_000": "4525.44", + "cl_000": "2", + "cm_000": "16", + "cn_000": "0", + "cn_001": "52", + "cn_002": "2544", + "cn_003": "1894", + "cn_004": "2170", + "cn_005": "822", + "cn_006": "152", + "cn_007": "0", + "cn_008": "0", + "cn_009": "0", + "co_000": "2", + "cp_000": "2", + "cq_000": "21614", + "cr_000": "0", + "cs_000": "1032", + "cs_001": "6", + "cs_002": "24", + "cs_003": "656", + "cs_004": "692", + "cs_005": "4836", + "cs_006": "388", + "cs_007": "0", + "cs_008": "0", + "cs_009": "0", + "ct_000": "138", + "cu_000": "8", + "cv_000": "1666", + "cx_000": "72", + "cy_000": "0", + "cz_000": "12", + "da_000": "0", + "db_000": "0", + "dc_000": "2578", + "dd_000": "76", + "de_000": "62", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "232", + "do_000": "0", + "dp_000": "0", + "dq_000": "2014", + "dr_000": "370", + "ds_000": "48", + "dt_000": "18", + "du_000": "15740", + "dv_000": "1822", + "dx_000": "20174", + "dy_000": "44", + "dz_000": "0", + "ea_000": "0", + "eb_000": "0", + "ec_00": "1.08", + "ed_000": "54", + "ee_000": "5670", + "ee_001": "1566", + "ee_002": "240", + "ee_003": "46", + "ee_004": "58", + "ee_005": "44", + "ee_006": "10", + "ee_007": "0", + "ee_008": "0", + "ee_009": "0", + "ef_000": "4", + "eg_000": "32" + }, + { + "class": "neg", + "aa_000": "60874", + "ab_000": "", + "ac_000": "1368", + "ad_000": "458", + "ae_000": "0", + "af_000": "0", + "ag_000": "0", + "ag_001": "0", + "ag_002": "0", + "ag_003": "0", + "ag_004": "43752", + "ag_005": "1966618", + "ag_006": "1800340", + "ag_007": "131646", + "ag_008": "4588", + "ag_009": "0", + "ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=as_000, condition_col=class.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "as_000", + "condition_col": "class", + "condition_value": "pos", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 4430.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9012150b8a871f0adc98fd8c32458ad866c99a93 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4110-c0dc-7833-89ea-6f1300dc6aeb"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b35b7424ce18a9f2855d6783bd54adeb59b5da88 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4110-c0dc-7833-89ea-6f1300dc6aeb"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0cd5f177d2e3b94687cadd6a538caf3ba369aff3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4110-d226-7150-a6d8-4da9d5404b33"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..adb4ed47d30f72f706be2ecf77b1baf365695c8a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4110-d226-7150-a6d8-4da9d5404b33"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..64756aeb2f9ec8538ed703d61a47c78b55a9eb28 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:13:08.487856+00:00", + "ended_at": "2026-05-19T16:13:11.375376+00:00", + "elapsed_ms": 2887.49, + "returncode": 1, + "prompt_metrics": { + "chars": 68905, + "bytes_utf8": 68905, + "lines": 2150, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a59a46b9022a14855f6949cf33eb79028344fb13 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:13:12.378758+00:00", + "ended_at": "2026-05-19T16:13:15.585967+00:00", + "elapsed_ms": 3207.17, + "returncode": 1, + "prompt_metrics": { + "chars": 68905, + "bytes_utf8": 68905, + "lines": 2150, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..afd950b5daeb699b62f5d905f4ebcd8f7dfcb022 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=ae_000, measure_col=ax_000.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "ae_000", + "measure_col": "ax_000", + "item_col": "as_000", + "top_k": 16, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 623.12, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..afd950b5daeb699b62f5d905f4ebcd8f7dfcb022 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=ae_000, measure_col=ax_000.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "ae_000", + "measure_col": "ax_000", + "item_col": "as_000", + "top_k": 16, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 623.12, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..086b873a3c8b490c3fe405fcbc47045e514cafeb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-30f2-7321-9dec-07d2f6af5f80"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..565093bf4b96f589d6c7b3314a11f4909d3a2650 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-30f2-7321-9dec-07d2f6af5f80"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1ff96e32c150060655726c2e7cc757fd93a06951 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-4034-7242-b76f-e8e5bf60ef9a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..2c0d7f84f6ab991021862da17aba80cc1e5bca75 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-4034-7242-b76f-e8e5bf60ef9a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_114f8b3bd8ed5b26/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_114f8b3bd8ed5b26/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..dc9666b2cb0ed484c22068f28ad2c8a463a283d6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_114f8b3bd8ed5b26/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:19:10.726493+00:00", + "ended_at": "2026-05-19T16:19:14.045445+00:00", + "elapsed_ms": 3318.92, + "returncode": 1, + "prompt_metrics": { + "chars": 69055, + "bytes_utf8": 69055, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_114f8b3bd8ed5b26/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_114f8b3bd8ed5b26/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..22069af88b1c23b398dd798a120e55db2e908188 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_114f8b3bd8ed5b26/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:19:15.049474+00:00", + "ended_at": "2026-05-19T16:19:23.736089+00:00", + "elapsed_ms": 8686.58, + "returncode": 1, + "prompt_metrics": { + "chars": 69055, + "bytes_utf8": 69055, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_114f8b3bd8ed5b26/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_114f8b3bd8ed5b26/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cc412846c574d1d11a75daf41f4757592d3a2114 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_114f8b3bd8ed5b26/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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+ "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "co_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cr_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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+ "notnull": false, + "pk": false + }, + { + "name": "da_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "db_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "de_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "df_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "di_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dl_000", + "type": "TEXT", + "notnull": false, + "pk": 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"ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=class, measure_col=bu_000.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "class", + "measure_col": "bu_000", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3031738.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_114f8b3bd8ed5b26/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_114f8b3bd8ed5b26/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..cc412846c574d1d11a75daf41f4757592d3a2114 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_114f8b3bd8ed5b26/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=class, measure_col=bu_000.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "class", + "measure_col": "bu_000", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3031738.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_114f8b3bd8ed5b26/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_114f8b3bd8ed5b26/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8de77334cc184e9842d2bd401f136fcf8b4fef2b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_114f8b3bd8ed5b26/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-b803-7ed1-847c-0fe9cd60ddd5"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_114f8b3bd8ed5b26/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_114f8b3bd8ed5b26/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2acf9936ad7801333a6f286b39e00f3edd99ae24 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_114f8b3bd8ed5b26/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-b803-7ed1-847c-0fe9cd60ddd5"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_114f8b3bd8ed5b26/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_114f8b3bd8ed5b26/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..80876d1dbbc39c5b989f183ce41caf2dd4ea4035 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_114f8b3bd8ed5b26/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-c905-71c3-8b96-4055fb5a6f25"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_114f8b3bd8ed5b26/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_114f8b3bd8ed5b26/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..08d8e12bfe35693d1426f96baa2a429ff2723fce --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_114f8b3bd8ed5b26/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-c905-71c3-8b96-4055fb5a6f25"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_114f8b3bd8ed5b26/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_114f8b3bd8ed5b26/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_114f8b3bd8ed5b26/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_114f8b3bd8ed5b26/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_16ac414aa2ad6a4a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_16ac414aa2ad6a4a/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6778dfbcbf87a53d75fd1030333356d11fb69b39 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_16ac414aa2ad6a4a/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:18:28.632723+00:00", + "ended_at": "2026-05-19T16:18:31.922236+00:00", + "elapsed_ms": 3289.48, + "returncode": 1, + "prompt_metrics": { + "chars": 68677, + "bytes_utf8": 68677, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_16ac414aa2ad6a4a/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_16ac414aa2ad6a4a/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2f54c9ae4e2bd83c74b3436782905ac75e05fa5f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_16ac414aa2ad6a4a/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:18:32.927540+00:00", + "ended_at": "2026-05-19T16:18:36.109526+00:00", + "elapsed_ms": 3181.93, + "returncode": 1, + "prompt_metrics": { + "chars": 68677, + "bytes_utf8": 68677, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_16ac414aa2ad6a4a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_16ac414aa2ad6a4a/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3364f367686bcea81cd180b227fbb653f3d67e33 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_16ac414aa2ad6a4a/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"bt_000": "12.69", + "bu_000": "21614", + "bv_000": "21614", + "bx_000": "21772", + "by_000": "32", + "bz_000": "50", + "ca_000": "1994", + "cb_000": "21400", + "cc_000": "7710", + "cd_000": "1209600", + "ce_000": "302", + "cf_000": "2", + "cg_000": "6", + "ch_000": "0", + "ci_000": "2135.04", + "cj_000": "0", + "ck_000": "4525.44", + "cl_000": "2", + "cm_000": "16", + "cn_000": "0", + "cn_001": "52", + "cn_002": "2544", + "cn_003": "1894", + "cn_004": "2170", + "cn_005": "822", + "cn_006": "152", + "cn_007": "0", + "cn_008": "0", + "cn_009": "0", + "co_000": "2", + "cp_000": "2", + "cq_000": "21614", + "cr_000": "0", + "cs_000": "1032", + "cs_001": "6", + "cs_002": "24", + "cs_003": "656", + "cs_004": "692", + "cs_005": "4836", + "cs_006": "388", + "cs_007": "0", + "cs_008": "0", + "cs_009": "0", + "ct_000": "138", + "cu_000": "8", + "cv_000": "1666", + "cx_000": "72", + "cy_000": "0", + "cz_000": "12", + "da_000": "0", + "db_000": "0", + "dc_000": "2578", + "dd_000": "76", + "de_000": "62", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "232", + "do_000": "0", + "dp_000": "0", + "dq_000": "2014", + "dr_000": "370", + "ds_000": "48", + "dt_000": "18", + "du_000": "15740", + "dv_000": "1822", + "dx_000": "20174", + "dy_000": "44", + "dz_000": "0", + "ea_000": "0", + "eb_000": "0", + "ec_00": "1.08", + "ed_000": "54", + "ee_000": "5670", + "ee_001": "1566", + "ee_002": "240", + "ee_003": "46", + "ee_004": "58", + "ee_005": "44", + "ee_006": "10", + "ee_007": "0", + "ee_008": "0", + "ee_009": "0", + "ef_000": "4", + "eg_000": "32" + }, + { + "class": "neg", + "aa_000": "60874", + "ab_000": "", + "ac_000": "1368", + "ad_000": "458", + "ae_000": "0", + "af_000": "0", + "ag_000": "0", + "ag_001": "0", + "ag_002": "0", + "ag_003": "0", + "ag_004": "43752", + "ag_005": "1966618", + "ag_006": "1800340", + "ag_007": "131646", + "ag_008": "4588", + "ag_009": "0", + "ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_quantile_tail_slice", + "template_name": "Quantile Tail Slice", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=bm_000.", + "planned_template_id": "tpl_m4_quantile_tail_slice", + "bindings": { + "measure_col": "bm_000", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 298620.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_16ac414aa2ad6a4a/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_16ac414aa2ad6a4a/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..3364f367686bcea81cd180b227fbb653f3d67e33 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_16ac414aa2ad6a4a/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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Focus on measure_col=bm_000.", + "planned_template_id": "tpl_m4_quantile_tail_slice", + "bindings": { + "measure_col": "bm_000", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 298620.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_16ac414aa2ad6a4a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_16ac414aa2ad6a4a/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..efb41c7aeb70466565a412858b4c5c5ec7db1868 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_16ac414aa2ad6a4a/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-139a-7562-b83f-ef877da6116f"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_16ac414aa2ad6a4a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_16ac414aa2ad6a4a/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1354b033696ffb11e9d39cf8154bea3f6f95af09 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_16ac414aa2ad6a4a/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-139a-7562-b83f-ef877da6116f"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_16ac414aa2ad6a4a/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_16ac414aa2ad6a4a/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..340f0ea52fbdd86b4393f16bcf056fea7741c797 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_16ac414aa2ad6a4a/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-2454-7631-8545-052173828cce"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_16ac414aa2ad6a4a/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_16ac414aa2ad6a4a/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..0565cb15086e41e13d9099bad344dfa4143669f9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_16ac414aa2ad6a4a/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-2454-7631-8545-052173828cce"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_16ac414aa2ad6a4a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_16ac414aa2ad6a4a/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_16ac414aa2ad6a4a/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_16ac414aa2ad6a4a/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..fc05182676f5d2583445e4ac801263d786abd7bd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:16:09.017589+00:00", + "ended_at": "2026-05-19T16:16:12.470728+00:00", + "elapsed_ms": 3453.09, + "returncode": 1, + "prompt_metrics": { + "chars": 69310, + "bytes_utf8": 69310, + "lines": 2151, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9ee2d83fd5abd2dbcec397acfa8a497025bbe915 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:16:13.474576+00:00", + "ended_at": "2026-05-19T16:16:17.114072+00:00", + "elapsed_ms": 3639.38, + "returncode": 1, + "prompt_metrics": { + "chars": 69310, + "bytes_utf8": 69310, + "lines": 2151, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0a36596a3c0fca8d5f5e4a4607c810cf034b500d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=cy_000, condition_col=class.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "cy_000", + "condition_col": "class", + "condition_value": "neg", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1208.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..0a36596a3c0fca8d5f5e4a4607c810cf034b500d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=cy_000, condition_col=class.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "cy_000", + "condition_col": "class", + "condition_value": "neg", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1208.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..330f3194979d3fe7c8c8b23cdda9f6b9676e32fa --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-f2ea-78b0-9d5b-3a972998b687"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..678b4c2ec0239b85d9e96e75005aad3ae279816a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-f2ea-78b0-9d5b-3a972998b687"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e94c1166ab0aaa9cf5592c90fbf1b63f728684cc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4106-040b-7102-8775-0fe0984c56b5"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..578ac6961e289862cd45180b4a8785b77bcfe3a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4106-040b-7102-8775-0fe0984c56b5"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8dae038f3d0fe288fa90d2d9fce4b8f3a2c987f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:11:26.244559+00:00", + "ended_at": "2026-05-19T16:11:29.642525+00:00", + "elapsed_ms": 3397.94, + "returncode": 1, + "prompt_metrics": { + "chars": 68412, + "bytes_utf8": 68412, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..912a6a4fcecc56bdc29d3529364fe444ecc1f8dc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:11:30.646591+00:00", + "ended_at": "2026-05-19T16:11:34.023821+00:00", + "elapsed_ms": 3377.2, + "returncode": 1, + "prompt_metrics": { + "chars": 68412, + "bytes_utf8": 68412, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..68eff9d59efc6a6a3099009e63f0b060d3409783 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=cg_000.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "cg_000", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 576.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..68eff9d59efc6a6a3099009e63f0b060d3409783 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=cg_000.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "cg_000", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 576.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d455b414bdfe779cc579f9cb2770e3ce54148e6f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-a1a3-7113-aa68-28ad076557e3"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..555647a2f29afe42bd0c4ad9fd8d00b662d68198 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-a1a3-7113-aa68-28ad076557e3"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..66ccdf8a9d7b9bb6db4fe60b6c6e7261dceb8af6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-b2d3-73b3-bee9-502d8f290bb5"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..6b5da619bcbda847681849f24600a99df4aba3cf --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-b2d3-73b3-bee9-502d8f290bb5"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_22c70b5a656dd23c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_22c70b5a656dd23c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..dd6ef3380389b1531ccab0e67d4599c37ea4fbea --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_22c70b5a656dd23c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:21:18.902835+00:00", + "ended_at": "2026-05-19T16:21:32.179372+00:00", + "elapsed_ms": 13276.5, + "returncode": 1, + "prompt_metrics": { + "chars": 69058, + "bytes_utf8": 69058, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_22c70b5a656dd23c/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_22c70b5a656dd23c/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..91c907e03c7f0ec75c9f67147ae2b5ed0d68c747 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_22c70b5a656dd23c/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:21:33.185053+00:00", + "ended_at": "2026-05-19T16:21:37.645768+00:00", + "elapsed_ms": 4460.66, + "returncode": 1, + "prompt_metrics": { + "chars": 69058, + "bytes_utf8": 69058, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_22c70b5a656dd23c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_22c70b5a656dd23c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c03980a2edacf3c07158caa87d77cc1a68a892e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_22c70b5a656dd23c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=ar_000, measure_col=ca_000.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "ar_000", + "measure_col": "ca_000", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 53978.56, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_22c70b5a656dd23c/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_22c70b5a656dd23c/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..c03980a2edacf3c07158caa87d77cc1a68a892e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_22c70b5a656dd23c/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=ar_000, measure_col=ca_000.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "ar_000", + "measure_col": "ca_000", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 53978.56, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_22c70b5a656dd23c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_22c70b5a656dd23c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a343714f931f7b4f3573f20fa39f0031d7e69b1c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_22c70b5a656dd23c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410a-acb4-7bb2-95fb-ca3861ab1b5e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_22c70b5a656dd23c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_22c70b5a656dd23c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..596de105a9b07e7ab46838fefa2a794a916ecaa1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_22c70b5a656dd23c/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410a-acb4-7bb2-95fb-ca3861ab1b5e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_22c70b5a656dd23c/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_22c70b5a656dd23c/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4ab196b6e7eea07a53c37895cbcf15cdebdedc9f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_22c70b5a656dd23c/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410a-e476-7de3-acd8-a6b95b011536"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_22c70b5a656dd23c/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_22c70b5a656dd23c/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..675344a7e812b87ad02eafb54f285443e30bb15d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_22c70b5a656dd23c/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410a-e476-7de3-acd8-a6b95b011536"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_22c70b5a656dd23c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_22c70b5a656dd23c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_22c70b5a656dd23c/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_22c70b5a656dd23c/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..aa19423645d49ee3ffe7f3478d122ffaa1dd437f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:26:16.579725+00:00", + "ended_at": "2026-05-19T16:26:19.948094+00:00", + "elapsed_ms": 3368.32, + "returncode": 1, + "prompt_metrics": { + "chars": 68750, + "bytes_utf8": 68750, + "lines": 2151, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f28ed05dfc2f58a2d8245ca5cbd2cec7195a9046 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:26:20.952095+00:00", + "ended_at": "2026-05-19T16:26:25.831169+00:00", + "elapsed_ms": 4879.02, + "returncode": 1, + "prompt_metrics": { + "chars": 68750, + "bytes_utf8": 68750, + "lines": 2151, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0d33004183889cc9635f9e80f445cf95cc52277a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=class, condition_col=class.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "class", + "condition_col": "class", + "condition_value": "pos", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 34492.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..0d33004183889cc9635f9e80f445cf95cc52277a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"cs_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ct_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cy_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cz_000", + "type": "TEXT", 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"ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=class, condition_col=class.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "class", + "condition_col": "class", + "condition_value": "pos", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 34492.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4dc40e07be373e93fe67ad9be9961a59f11e6974 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-3800-79a0-a4b6-71f258d0a79d"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..09c29c205fa63aacb4158557f0bdbb6346427393 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-3800-79a0-a4b6-71f258d0a79d"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..bb7add7b9de7f2b7c30edcc6f595c0fba0c724bb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-48fe-7a43-b43c-252293c928ab"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..8ba152f7bd8458401f86baa09d5461b8d5aae6b3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-48fe-7a43-b43c-252293c928ab"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1dd8e50be199a4628044e7fcf3ed113eabd6e0d2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:16:36.085223+00:00", + "ended_at": "2026-05-19T16:16:40.508306+00:00", + "elapsed_ms": 4423.03, + "returncode": 1, + "prompt_metrics": { + "chars": 68812, + "bytes_utf8": 68812, + "lines": 2152, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e104c458b0fcfe3ca4faa137847d40a8ce48e1fd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:16:41.512248+00:00", + "ended_at": "2026-05-19T16:16:47.105322+00:00", + "elapsed_ms": 5593.02, + "returncode": 1, + "prompt_metrics": { + "chars": 68812, + "bytes_utf8": 68812, + "lines": 2152, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7fb82587ea9653440be19ec90c31b06453b499b7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2152 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=au_000.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "ae_000", + "group_col_2": "au_000", + "predicate_col": "az_006", + "predicate_op": ">=", + "predicate_value": 1884.0, + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 117506.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..7fb82587ea9653440be19ec90c31b06453b499b7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2152 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"bt_000": "12.69", + "bu_000": "21614", + "bv_000": "21614", + "bx_000": "21772", + "by_000": "32", + "bz_000": "50", + "ca_000": "1994", + "cb_000": "21400", + "cc_000": "7710", + "cd_000": "1209600", + "ce_000": "302", + "cf_000": "2", + "cg_000": "6", + "ch_000": "0", + "ci_000": "2135.04", + "cj_000": "0", + "ck_000": "4525.44", + "cl_000": "2", + "cm_000": "16", + "cn_000": "0", + "cn_001": "52", + "cn_002": "2544", + "cn_003": "1894", + "cn_004": "2170", + "cn_005": "822", + "cn_006": "152", + "cn_007": "0", + "cn_008": "0", + "cn_009": "0", + "co_000": "2", + "cp_000": "2", + "cq_000": "21614", + "cr_000": "0", + "cs_000": "1032", + "cs_001": "6", + "cs_002": "24", + "cs_003": "656", + "cs_004": "692", + "cs_005": "4836", + "cs_006": "388", + "cs_007": "0", + "cs_008": "0", + "cs_009": "0", + "ct_000": "138", + "cu_000": "8", + "cv_000": "1666", + "cx_000": "72", + "cy_000": "0", + "cz_000": "12", + "da_000": "0", + "db_000": "0", + "dc_000": "2578", + "dd_000": "76", + "de_000": "62", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "232", + "do_000": "0", + "dp_000": "0", + "dq_000": "2014", + "dr_000": "370", + "ds_000": "48", + "dt_000": "18", + "du_000": "15740", + "dv_000": "1822", + "dx_000": "20174", + "dy_000": "44", + "dz_000": "0", + "ea_000": "0", + "eb_000": "0", + "ec_00": "1.08", + "ed_000": "54", + "ee_000": "5670", + "ee_001": "1566", + "ee_002": "240", + "ee_003": "46", + "ee_004": "58", + "ee_005": "44", + "ee_006": "10", + "ee_007": "0", + "ee_008": "0", + "ee_009": "0", + "ef_000": "4", + "eg_000": "32" + }, + { + "class": "neg", + "aa_000": "60874", + "ab_000": "", + "ac_000": "1368", + "ad_000": "458", + "ae_000": "0", + "af_000": "0", + "ag_000": "0", + "ag_001": "0", + "ag_002": "0", + "ag_003": "0", + "ag_004": "43752", + "ag_005": "1966618", + "ag_006": "1800340", + "ag_007": "131646", + "ag_008": "4588", + "ag_009": "0", + "ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=au_000.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "ae_000", + "group_col_2": "au_000", + "predicate_col": "az_006", + "predicate_op": ">=", + "predicate_value": 1884.0, + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 117506.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b4f61e6d3d5be01e071eedec5743342e41691984 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4106-5c64-7da2-aca9-8b4dc454c6dd"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..65870bf9a0c30d02527bfd6b6ef51056eefb282b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4106-5c64-7da2-aca9-8b4dc454c6dd"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f6415d7a22be2f1aec71aba9b9d8032a72f8f68b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4106-719f-7301-8d17-1697034538c3"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..6d9911d9b06cf4557ab6897c92eca80eb2439e76 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4106-719f-7301-8d17-1697034538c3"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6edb08209649194345ba5296c7a2cb894e8050ba --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:10:55.614488+00:00", + "ended_at": "2026-05-19T16:10:58.739597+00:00", + "elapsed_ms": 3125.08, + "returncode": 1, + "prompt_metrics": { + "chars": 68503, + "bytes_utf8": 68503, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..de182b5239a25c4ef5e43d1e62eb1b93b5a29b70 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:10:59.742386+00:00", + "ended_at": "2026-05-19T16:11:02.755101+00:00", + "elapsed_ms": 3012.68, + "returncode": 1, + "prompt_metrics": { + "chars": 68503, + "bytes_utf8": 68503, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d486e5b21629b4b317f466ad8b34a4c6848eb36e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=au_000, measure_col=ag_003.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "au_000", + "measure_col": "ag_003", + "top_k": 17, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3466.32, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..d486e5b21629b4b317f466ad8b34a4c6848eb36e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=au_000, measure_col=ag_003.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "au_000", + "measure_col": "ag_003", + "top_k": 17, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3466.32, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3e1de399d4d49e45e5ccd076fd75bd5fa44b6479 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-2a0d-7b23-b9e2-ef246b54a16a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..feacca84cfec6550c4980704557116875c55393e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-2a0d-7b23-b9e2-ef246b54a16a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5461dbc531d2275f0d46a2e24cd8d8dcc9a8a547 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-3a19-7bd0-b0d1-c4b124822f82"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..a8ec524dc16a08f66bcbbf177d083617eefaeb74 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-3a19-7bd0-b0d1-c4b124822f82"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ea82ab716c583434556f5a60a04dd5dc09748167 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:11:57.328519+00:00", + "ended_at": "2026-05-19T16:12:02.303248+00:00", + "elapsed_ms": 4974.7, + "returncode": 1, + "prompt_metrics": { + "chars": 68413, + "bytes_utf8": 68413, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..65dca5c26a325dbf9ce36f454bdff6a7fd1be7ec --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:12:03.308543+00:00", + "ended_at": "2026-05-19T16:12:06.875622+00:00", + "elapsed_ms": 3567.04, + "returncode": 1, + "prompt_metrics": { + "chars": 68413, + "bytes_utf8": 68413, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..87472f01ae57eaee4e472e87edc1030a94988441 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"cs_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ct_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cy_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cz_000", + "type": "TEXT", 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"ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=cs_009.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "cs_009", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5610.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..87472f01ae57eaee4e472e87edc1030a94988441 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", 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Focus on group_col=cs_009.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "cs_009", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5610.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..081e560132e17727a5e2695d190f0065b636a040 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-1b12-7bf2-b927-dc0e460d65a6"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bbb488087310531af758521b8abcf0632590ac22 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-1b12-7bf2-b927-dc0e460d65a6"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f99ae1f4045bc910132f637f7cf9a7b932815325 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-326a-78b1-9f19-da4861b2e987"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..0113bac99ddd74b7201778b5eb1b822599af4355 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-326a-78b1-9f19-da4861b2e987"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2e685c797d7405ec/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2e685c797d7405ec/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2ba735b583d28ce35327a7b83908352eacf775d2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2e685c797d7405ec/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:29:09.924265+00:00", + "ended_at": "2026-05-19T16:29:13.407739+00:00", + "elapsed_ms": 3483.43, + "returncode": 1, + "prompt_metrics": { + "chars": 68444, + "bytes_utf8": 68444, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2e685c797d7405ec/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2e685c797d7405ec/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..04a3d818b44271509d6709faa6a1905fcb0ce45c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2e685c797d7405ec/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:29:14.412597+00:00", + "ended_at": "2026-05-19T16:29:17.898356+00:00", + "elapsed_ms": 3485.69, + "returncode": 1, + "prompt_metrics": { + "chars": 68444, + "bytes_utf8": 68444, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2e685c797d7405ec/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2e685c797d7405ec/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9944cc0bcc26a99f396e3a95cd629b4cf4c638b4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2e685c797d7405ec/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"bt_000": "12.69", + "bu_000": "21614", + "bv_000": "21614", + "bx_000": "21772", + "by_000": "32", + "bz_000": "50", + "ca_000": "1994", + "cb_000": "21400", + "cc_000": "7710", + "cd_000": "1209600", + "ce_000": "302", + "cf_000": "2", + "cg_000": "6", + "ch_000": "0", + "ci_000": "2135.04", + "cj_000": "0", + "ck_000": "4525.44", + "cl_000": "2", + "cm_000": "16", + "cn_000": "0", + "cn_001": "52", + "cn_002": "2544", + "cn_003": "1894", + "cn_004": "2170", + "cn_005": "822", + "cn_006": "152", + "cn_007": "0", + "cn_008": "0", + "cn_009": "0", + "co_000": "2", + "cp_000": "2", + "cq_000": "21614", + "cr_000": "0", + "cs_000": "1032", + "cs_001": "6", + "cs_002": "24", + "cs_003": "656", + "cs_004": "692", + "cs_005": "4836", + "cs_006": "388", + "cs_007": "0", + "cs_008": "0", + "cs_009": "0", + "ct_000": "138", + "cu_000": "8", + "cv_000": "1666", + "cx_000": "72", + "cy_000": "0", + "cz_000": "12", + "da_000": "0", + "db_000": "0", + "dc_000": "2578", + "dd_000": "76", + "de_000": "62", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "232", + "do_000": "0", + "dp_000": "0", + "dq_000": "2014", + "dr_000": "370", + "ds_000": "48", + "dt_000": "18", + "du_000": "15740", + "dv_000": "1822", + "dx_000": "20174", + "dy_000": "44", + "dz_000": "0", + "ea_000": "0", + "eb_000": "0", + "ec_00": "1.08", + "ed_000": "54", + "ee_000": "5670", + "ee_001": "1566", + "ee_002": "240", + "ee_003": "46", + "ee_004": "58", + "ee_005": "44", + "ee_006": "10", + "ee_007": "0", + "ee_008": "0", + "ee_009": "0", + "ef_000": "4", + "eg_000": "32" + }, + { + "class": "neg", + "aa_000": "60874", + "ab_000": "", + "ac_000": "1368", + "ad_000": "458", + "ae_000": "0", + "af_000": "0", + "ag_000": "0", + "ag_001": "0", + "ag_002": "0", + "ag_003": "0", + "ag_004": "43752", + "ag_005": "1966618", + "ag_006": "1800340", + "ag_007": "131646", + "ag_008": "4588", + "ag_009": "0", + "ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_threshold_rarity_cdf", + "template_name": "Threshold Rarity CDF", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=cv_000.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "cv_000", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1765100.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2e685c797d7405ec/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2e685c797d7405ec/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..9944cc0bcc26a99f396e3a95cd629b4cf4c638b4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2e685c797d7405ec/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": 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Focus on measure_col=cv_000.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "cv_000", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1765100.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2e685c797d7405ec/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2e685c797d7405ec/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..51990c7a1963fc3c26ecbfb4867e874a9d644a37 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2e685c797d7405ec/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-dd21-7712-8d8e-643234a28eb1"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. 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Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2e685c797d7405ec/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2e685c797d7405ec/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..13e70389ef82b93ec22c4b4333fa9178a481a099 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2e685c797d7405ec/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-eea9-7500-8b1c-595924453fd6"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2e685c797d7405ec/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2e685c797d7405ec/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..f4719cee406b6f7f5f93ae45949cbe5851a99280 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2e685c797d7405ec/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-eea9-7500-8b1c-595924453fd6"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2e685c797d7405ec/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2e685c797d7405ec/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2e685c797d7405ec/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2e685c797d7405ec/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6cdc5f14be9a97980b92564054446f9b767237e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:32:03.104804+00:00", + "ended_at": "2026-05-19T16:32:06.715276+00:00", + "elapsed_ms": 3610.42, + "returncode": 1, + "prompt_metrics": { + "chars": 68584, + "bytes_utf8": 68584, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1e1e09d60a4df15291d2ea832de2b5e6ee8f15ee --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:32:07.719545+00:00", + "ended_at": "2026-05-19T16:32:11.271357+00:00", + "elapsed_ms": 3551.75, + "returncode": 1, + "prompt_metrics": { + "chars": 68584, + "bytes_utf8": 68584, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..caa340acc2a4e7af8a812118967575f2600d6332 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=cg_000, measure_col=dv_000.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "cg_000", + "measure_col": "dv_000", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1354532.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..caa340acc2a4e7af8a812118967575f2600d6332 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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Focus on group_col=cg_000, measure_col=dv_000.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "cg_000", + "measure_col": "dv_000", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1354532.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..fde798ed407c67616b9d660adbd050cc66d2c538 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4114-819b-7b52-a138-29ab37a8354c"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6e4521a132168564409c2ad5ba79f15749f31d6d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4114-819b-7b52-a138-29ab37a8354c"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2d803377bb9898527c87fad1a62a7378c54d05ca --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4114-9396-7673-855e-410726507b63"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..8f77e50d8021ea006d22ef3fb42d29f6f3f7a540 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4114-9396-7673-855e-410726507b63"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_33e874e1d8eaf1ee/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_33e874e1d8eaf1ee/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..313826a1407bb9b819df60182530d3ff0e2e3814 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_33e874e1d8eaf1ee/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:19:58.671164+00:00", + "ended_at": "2026-05-19T16:20:14.172952+00:00", + "elapsed_ms": 15501.75, + "returncode": 1, + "prompt_metrics": { + "chars": 69057, + "bytes_utf8": 69057, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_33e874e1d8eaf1ee/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_33e874e1d8eaf1ee/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..bc24f8686b389201016442a9e8e4aa15a4380a37 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_33e874e1d8eaf1ee/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4109-7381-7ef3-b519-b6802a498e60"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_33e874e1d8eaf1ee/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_33e874e1d8eaf1ee/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..364d63fcb1d22fa80a643cd946d678230efe3a54 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:33:08.808916+00:00", + "ended_at": "2026-05-19T16:33:11.979379+00:00", + "elapsed_ms": 3170.42, + "returncode": 1, + "prompt_metrics": { + "chars": 68578, + "bytes_utf8": 68578, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..27dc6f5fafd22871de0888d846edb53d86e6d31a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:33:12.986097+00:00", + "ended_at": "2026-05-19T16:33:16.544598+00:00", + "elapsed_ms": 3558.43, + "returncode": 1, + "prompt_metrics": { + "chars": 68578, + "bytes_utf8": 68578, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4f93d73dce1f01835271b976799aab9f082c4a0e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=cs_009, measure_col=ec_00.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "cs_009", + "measure_col": "ec_00", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 687.2, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..4f93d73dce1f01835271b976799aab9f082c4a0e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=cs_009, measure_col=ec_00.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "cs_009", + "measure_col": "ec_00", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 687.2, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e7ebd636139536d75aecc3d76fec4a7d90bf8a1f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4115-823d-7203-a5ad-2bae26fded45"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d8c79a3ec5ec35a06146ea4139dbc5e8f7b99241 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4115-823d-7203-a5ad-2bae26fded45"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..32fe39a04023be34ad818ed6ee73c76da5623c12 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4115-928c-7773-9b0f-845f69ca0942"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..f0acb7fc8da0be01351190f3ba32f2e9863cdbde --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4115-928c-7773-9b0f-845f69ca0942"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2940c1fd7276b844e2787449dd6b2b8a560cbc2e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:27:16.212433+00:00", + "ended_at": "2026-05-19T16:27:19.581366+00:00", + "elapsed_ms": 3368.89, + "returncode": 1, + "prompt_metrics": { + "chars": 68753, + "bytes_utf8": 68753, + "lines": 2151, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9ae2dff1fb646402ec0887b048a3ae2111436c76 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:27:20.585317+00:00", + "ended_at": "2026-05-19T16:27:23.754428+00:00", + "elapsed_ms": 3169.06, + "returncode": 1, + "prompt_metrics": { + "chars": 68753, + "bytes_utf8": 68753, + "lines": 2151, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..960356430867e70c13edcc33ac95ce4c10432bef --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=aj_000, condition_col=class.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "aj_000", + "condition_col": "class", + "condition_value": "neg", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 230.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..960356430867e70c13edcc33ac95ce4c10432bef --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=aj_000, condition_col=class.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "aj_000", + "condition_col": "class", + "condition_value": "neg", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 230.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c0b739f9532a95b7a6886e8eb05b7d6b9394bfb5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4110-20ed-7891-b70e-9e5dc8528bf5"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..21d13b1177a044991cca59af3bf39362dd9e469d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4110-20ed-7891-b70e-9e5dc8528bf5"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ddddbf6ba8cb48a71d45fb8346c1197e878bd0d0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4110-3205-7aa1-bb66-974325bd2cae"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..8a5ab7580dd56cc9697f5a1e098f7405e2075665 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4110-3205-7aa1-bb66-974325bd2cae"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3b3fac8a6d774297/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3b3fac8a6d774297/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..93dbecac35a234f15e140896d3734e29817cd6df --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3b3fac8a6d774297/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:29:25.382728+00:00", + "ended_at": "2026-05-19T16:29:28.895635+00:00", + "elapsed_ms": 3512.86, + "returncode": 1, + "prompt_metrics": { + "chars": 68441, + "bytes_utf8": 68441, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3b3fac8a6d774297/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3b3fac8a6d774297/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7d64d3ac05a9ae7c207147147ce8aff6ebdc380e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3b3fac8a6d774297/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:29:29.901106+00:00", + "ended_at": "2026-05-19T16:29:33.669353+00:00", + "elapsed_ms": 3768.18, + "returncode": 1, + "prompt_metrics": { + "chars": 68441, + "bytes_utf8": 68441, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3b3fac8a6d774297/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3b3fac8a6d774297/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..533d316a29bf3f9a350f88cc7e0a479e3c5d770d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3b3fac8a6d774297/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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Focus on measure_col=cy_000.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "cy_000", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2930.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3b3fac8a6d774297/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3b3fac8a6d774297/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..533d316a29bf3f9a350f88cc7e0a479e3c5d770d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3b3fac8a6d774297/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "co_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cr_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ct_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cy_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "da_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "db_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "de_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "df_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "di_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dl_000", + "type": "TEXT", + "notnull": false, + "pk": 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"ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_threshold_rarity_cdf", + "template_name": "Threshold Rarity CDF", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=cy_000.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "cy_000", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2930.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3b3fac8a6d774297/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3b3fac8a6d774297/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4af9f9f1185ce5b7962dce4c436f05a19beebfaa --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3b3fac8a6d774297/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-198e-78d1-837e-75132ba73f0b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3b3fac8a6d774297/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3b3fac8a6d774297/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ae648d64f918cde5c55f531717b7502f8ec6cb9f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3b3fac8a6d774297/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-198e-78d1-837e-75132ba73f0b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3b3fac8a6d774297/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3b3fac8a6d774297/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3912b4080311f8e90f72a016988cd44bdc8160f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3b3fac8a6d774297/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-2b23-7393-b51a-809350edb391"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3b3fac8a6d774297/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3b3fac8a6d774297/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..9d02b3e735932732be1bde4475dff4be3764e57f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3b3fac8a6d774297/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-2b23-7393-b51a-809350edb391"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3b3fac8a6d774297/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3b3fac8a6d774297/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3b3fac8a6d774297/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3b3fac8a6d774297/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..56b38eb313717cf76a3b51463bb577b090f76425 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:11:41.499854+00:00", + "ended_at": "2026-05-19T16:11:44.565726+00:00", + "elapsed_ms": 3065.84, + "returncode": 1, + "prompt_metrics": { + "chars": 68413, + "bytes_utf8": 68413, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..86afc4f7c0e946fe96122a3d710e10f34cf40019 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:11:45.568830+00:00", + "ended_at": "2026-05-19T16:11:49.763850+00:00", + "elapsed_ms": 4194.98, + "returncode": 1, + "prompt_metrics": { + "chars": 68413, + "bytes_utf8": 68413, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cae2a7aaeb0d6e94e0b3c31192d97d6a43b0564a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=cl_000.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "cl_000", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3658.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..cae2a7aaeb0d6e94e0b3c31192d97d6a43b0564a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "co_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cr_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"de_000": "62", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "232", + "do_000": "0", + "dp_000": "0", + "dq_000": "2014", + "dr_000": "370", + "ds_000": "48", + "dt_000": "18", + "du_000": "15740", + "dv_000": "1822", + "dx_000": "20174", + "dy_000": "44", + "dz_000": "0", + "ea_000": "0", + "eb_000": "0", + "ec_00": "1.08", + "ed_000": "54", + "ee_000": "5670", + "ee_001": "1566", + "ee_002": "240", + "ee_003": "46", + "ee_004": "58", + "ee_005": "44", + "ee_006": "10", + "ee_007": "0", + "ee_008": "0", + "ee_009": "0", + "ef_000": "4", + "eg_000": "32" + }, + { + "class": "neg", + "aa_000": "60874", + "ab_000": "", + "ac_000": "1368", + "ad_000": "458", + "ae_000": "0", + "af_000": "0", + "ag_000": "0", + "ag_001": "0", + "ag_002": "0", + "ag_003": "0", + "ag_004": "43752", + "ag_005": "1966618", + "ag_006": "1800340", + "ag_007": "131646", + "ag_008": "4588", + "ag_009": "0", + "ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=cl_000.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "cl_000", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3658.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7d10a3fab9804f015803629286310da15bcbd110 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-dd3d-7672-8980-f0648d6924fd"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..486e033de6a02095b38c97def591c53608d3b5af --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-dd3d-7672-8980-f0648d6924fd"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..40a370c70c84808e0b63abdf92f837db201024be --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-ed2a-73e0-b2e8-f434b87a4966"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..640e2cf2e368e1023afbd0908db8f74b4f374563 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-ed2a-73e0-b2e8-f434b87a4966"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_41c7b8498ad0e017/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_41c7b8498ad0e017/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c7294e90d55c20a328590a7c222a829a6b352ebc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_41c7b8498ad0e017/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:31:28.491901+00:00", + "ended_at": "2026-05-19T16:31:31.643702+00:00", + "elapsed_ms": 3151.73, + "returncode": 1, + "prompt_metrics": { + "chars": 68493, + "bytes_utf8": 68493, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_41c7b8498ad0e017/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_41c7b8498ad0e017/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..57abc35893a27a4bd9688966452f401a750e089a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_41c7b8498ad0e017/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:31:32.650510+00:00", + "ended_at": "2026-05-19T16:31:36.280429+00:00", + "elapsed_ms": 3629.86, + "returncode": 1, + "prompt_metrics": { + "chars": 68493, + "bytes_utf8": 68493, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_41c7b8498ad0e017/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_41c7b8498ad0e017/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8fa744faaf5cd67da6b753586f653475afd7bd16 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_41c7b8498ad0e017/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=au_000.", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "au_000", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9376.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_41c7b8498ad0e017/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_41c7b8498ad0e017/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..8fa744faaf5cd67da6b753586f653475afd7bd16 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_41c7b8498ad0e017/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "co_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cr_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"de_000": "62", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "232", + "do_000": "0", + "dp_000": "0", + "dq_000": "2014", + "dr_000": "370", + "ds_000": "48", + "dt_000": "18", + "du_000": "15740", + "dv_000": "1822", + "dx_000": "20174", + "dy_000": "44", + "dz_000": "0", + "ea_000": "0", + "eb_000": "0", + "ec_00": "1.08", + "ed_000": "54", + "ee_000": "5670", + "ee_001": "1566", + "ee_002": "240", + "ee_003": "46", + "ee_004": "58", + "ee_005": "44", + "ee_006": "10", + "ee_007": "0", + "ee_008": "0", + "ee_009": "0", + "ef_000": "4", + "eg_000": "32" + }, + { + "class": "neg", + "aa_000": "60874", + "ab_000": "", + "ac_000": "1368", + "ad_000": "458", + "ae_000": "0", + "af_000": "0", + "ag_000": "0", + "ag_001": "0", + "ag_002": "0", + "ag_003": "0", + "ag_004": "43752", + "ag_005": "1966618", + "ag_006": "1800340", + "ag_007": "131646", + "ag_008": "4588", + "ag_009": "0", + "ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=au_000.", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "au_000", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9376.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_41c7b8498ad0e017/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_41c7b8498ad0e017/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..43008f224a4b238479f688c842206dc9bf4584bb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_41c7b8498ad0e017/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4113-fa5f-7131-a599-c9000f2e43db"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_41c7b8498ad0e017/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_41c7b8498ad0e017/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c066a952920efb7a617fd4109a37e3d7904d6b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_41c7b8498ad0e017/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4113-fa5f-7131-a599-c9000f2e43db"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_41c7b8498ad0e017/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_41c7b8498ad0e017/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..554be38a30fee588038852915fc8243672310932 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_41c7b8498ad0e017/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4114-0aad-7ae0-8c5d-30af770fc822"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_41c7b8498ad0e017/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_41c7b8498ad0e017/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..7bf770d1210068fcdfb6c17fd7ad54db342185e6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_41c7b8498ad0e017/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4114-0aad-7ae0-8c5d-30af770fc822"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_41c7b8498ad0e017/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_41c7b8498ad0e017/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_41c7b8498ad0e017/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_41c7b8498ad0e017/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_44fd7454023eb8be/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_44fd7454023eb8be/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..045279f239e1937422d9792e6f11233f028f4953 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_44fd7454023eb8be/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:29:02.030901+00:00", + "ended_at": "2026-05-19T16:29:05.762508+00:00", + "elapsed_ms": 3731.54, + "returncode": 1, + "prompt_metrics": { + "chars": 68440, + "bytes_utf8": 68440, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_44fd7454023eb8be/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_44fd7454023eb8be/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c72f5eeaa57112ed2dd057cbdd8da990947a40f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_44fd7454023eb8be/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:29:06.769195+00:00", + "ended_at": "2026-05-19T16:29:09.879820+00:00", + "elapsed_ms": 3110.56, + "returncode": 1, + "prompt_metrics": { + "chars": 68440, + "bytes_utf8": 68440, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_44fd7454023eb8be/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_44fd7454023eb8be/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b891b21b7d3e017afb40abea67cbb380920f1799 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_44fd7454023eb8be/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_threshold_rarity_cdf", + "template_name": "Threshold Rarity CDF", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=cu_000.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "cu_000", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2174.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_44fd7454023eb8be/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_44fd7454023eb8be/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..b891b21b7d3e017afb40abea67cbb380920f1799 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_44fd7454023eb8be/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "co_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cr_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"de_000": "62", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "232", + "do_000": "0", + "dp_000": "0", + "dq_000": "2014", + "dr_000": "370", + "ds_000": "48", + "dt_000": "18", + "du_000": "15740", + "dv_000": "1822", + "dx_000": "20174", + "dy_000": "44", + "dz_000": "0", + "ea_000": "0", + "eb_000": "0", + "ec_00": "1.08", + "ed_000": "54", + "ee_000": "5670", + "ee_001": "1566", + "ee_002": "240", + "ee_003": "46", + "ee_004": "58", + "ee_005": "44", + "ee_006": "10", + "ee_007": "0", + "ee_008": "0", + "ee_009": "0", + "ef_000": "4", + "eg_000": "32" + }, + { + "class": "neg", + "aa_000": "60874", + "ab_000": "", + "ac_000": "1368", + "ad_000": "458", + "ae_000": "0", + "af_000": "0", + "ag_000": "0", + "ag_001": "0", + "ag_002": "0", + "ag_003": "0", + "ag_004": "43752", + "ag_005": "1966618", + "ag_006": "1800340", + "ag_007": "131646", + "ag_008": "4588", + "ag_009": "0", + "ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_threshold_rarity_cdf", + "template_name": "Threshold Rarity CDF", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=cu_000.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "cu_000", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2174.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_44fd7454023eb8be/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_44fd7454023eb8be/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ef11ab01112b1d7165a21cd67cb8f22716acb6b7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_44fd7454023eb8be/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-be4a-7f11-a098-bbb7343830da"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_44fd7454023eb8be/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_44fd7454023eb8be/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7621362266a3a6a27e19a5a5df1ddfa5586b9e0f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_44fd7454023eb8be/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-be4a-7f11-a098-bbb7343830da"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_44fd7454023eb8be/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_44fd7454023eb8be/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..94f31aec288e856e2a5bd52f861fc0425240a917 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_44fd7454023eb8be/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-d0e5-7bf3-8bf2-9dee25f43327"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_44fd7454023eb8be/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_44fd7454023eb8be/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..fc0676d9a375edcec2cf100db077581dcc93b5b0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_44fd7454023eb8be/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-d0e5-7bf3-8bf2-9dee25f43327"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_44fd7454023eb8be/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_44fd7454023eb8be/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_44fd7454023eb8be/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_44fd7454023eb8be/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_45ca7659b85c4988/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_45ca7659b85c4988/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..cdfe50613a4c1303f3a7fd3e90b2c7bd6a8bbf29 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_45ca7659b85c4988/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:28:21.968581+00:00", + "ended_at": "2026-05-19T16:28:25.238282+00:00", + "elapsed_ms": 3269.63, + "returncode": 1, + "prompt_metrics": { + "chars": 68443, + "bytes_utf8": 68443, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_45ca7659b85c4988/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_45ca7659b85c4988/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..797b0a07497106d8ffded7b71234c1e0b38e6719 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_45ca7659b85c4988/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:28:26.244315+00:00", + "ended_at": "2026-05-19T16:28:29.554359+00:00", + "elapsed_ms": 3309.98, + "returncode": 1, + "prompt_metrics": { + "chars": 68443, + "bytes_utf8": 68443, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_45ca7659b85c4988/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_45ca7659b85c4988/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..63758ecb49ce085bac2312a495eb401491046110 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_45ca7659b85c4988/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_threshold_rarity_cdf", + "template_name": "Threshold Rarity CDF", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=cs_006.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "cs_006", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 639496.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_45ca7659b85c4988/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_45ca7659b85c4988/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..63758ecb49ce085bac2312a495eb401491046110 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_45ca7659b85c4988/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "co_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cr_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_threshold_rarity_cdf", + "template_name": "Threshold Rarity CDF", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=cs_006.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "cs_006", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 639496.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_45ca7659b85c4988/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_45ca7659b85c4988/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ccabc48c16228610841f66e292ee3835ca45ce2c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_45ca7659b85c4988/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-21c1-7c51-8717-16378cb70b73"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_45ca7659b85c4988/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_45ca7659b85c4988/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9f7ae928ed16871b2f302afdbbefb011dab2115a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_45ca7659b85c4988/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-21c1-7c51-8717-16378cb70b73"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_45ca7659b85c4988/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_45ca7659b85c4988/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ef92858db77e16aa06e9b9b4c89f5c7b45eeda54 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_45ca7659b85c4988/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-3282-77f3-a28d-81040ecc4c87"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_45ca7659b85c4988/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_45ca7659b85c4988/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..6d4eb014f99dab68f68936f3db88a8cac548b92f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_45ca7659b85c4988/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-3282-77f3-a28d-81040ecc4c87"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_45ca7659b85c4988/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_45ca7659b85c4988/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_45ca7659b85c4988/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_45ca7659b85c4988/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4ba76a490bbd886f4dd9cfe7bb3733b31f7cede3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:17:40.579460+00:00", + "ended_at": "2026-05-19T16:17:44.237740+00:00", + "elapsed_ms": 3658.22, + "returncode": 1, + "prompt_metrics": { + "chars": 68812, + "bytes_utf8": 68812, + "lines": 2152, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..99458f66c7b84263b538761c829b59c9e38f9c41 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:17:45.241621+00:00", + "ended_at": "2026-05-19T16:17:52.106208+00:00", + "elapsed_ms": 6864.54, + "returncode": 1, + "prompt_metrics": { + "chars": 68812, + "bytes_utf8": 68812, + "lines": 2152, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..938fc8596adc3ce499ea3feabf98a6d2e567f655 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2152 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=ch_000.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "ae_000", + "group_col_2": "ch_000", + "predicate_col": "ba_003", + "predicate_op": ">=", + "predicate_value": 220220.0, + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 260.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..938fc8596adc3ce499ea3feabf98a6d2e567f655 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2152 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"bt_000": "12.69", + "bu_000": "21614", + "bv_000": "21614", + "bx_000": "21772", + "by_000": "32", + "bz_000": "50", + "ca_000": "1994", + "cb_000": "21400", + "cc_000": "7710", + "cd_000": "1209600", + "ce_000": "302", + "cf_000": "2", + "cg_000": "6", + "ch_000": "0", + "ci_000": "2135.04", + "cj_000": "0", + "ck_000": "4525.44", + "cl_000": "2", + "cm_000": "16", + "cn_000": "0", + "cn_001": "52", + "cn_002": "2544", + "cn_003": "1894", + "cn_004": "2170", + "cn_005": "822", + "cn_006": "152", + "cn_007": "0", + "cn_008": "0", + "cn_009": "0", + "co_000": "2", + "cp_000": "2", + "cq_000": "21614", + "cr_000": "0", + "cs_000": "1032", + "cs_001": "6", + "cs_002": "24", + "cs_003": "656", + "cs_004": "692", + "cs_005": "4836", + "cs_006": "388", + "cs_007": "0", + "cs_008": "0", + "cs_009": "0", + "ct_000": "138", + "cu_000": "8", + "cv_000": "1666", + "cx_000": "72", + "cy_000": "0", + "cz_000": "12", + "da_000": "0", + "db_000": "0", + "dc_000": "2578", + "dd_000": "76", + "de_000": "62", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "232", + "do_000": "0", + "dp_000": "0", + "dq_000": "2014", + "dr_000": "370", + "ds_000": "48", + "dt_000": "18", + "du_000": "15740", + "dv_000": "1822", + "dx_000": "20174", + "dy_000": "44", + "dz_000": "0", + "ea_000": "0", + "eb_000": "0", + "ec_00": "1.08", + "ed_000": "54", + "ee_000": "5670", + "ee_001": "1566", + "ee_002": "240", + "ee_003": "46", + "ee_004": "58", + "ee_005": "44", + "ee_006": "10", + "ee_007": "0", + "ee_008": "0", + "ee_009": "0", + "ef_000": "4", + "eg_000": "32" + }, + { + "class": "neg", + "aa_000": "60874", + "ab_000": "", + "ac_000": "1368", + "ad_000": "458", + "ae_000": "0", + "af_000": "0", + "ag_000": "0", + "ag_001": "0", + "ag_002": "0", + "ag_003": "0", + "ag_004": "43752", + "ag_005": "1966618", + "ag_006": "1800340", + "ag_007": "131646", + "ag_008": "4588", + "ag_009": "0", + "ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=ch_000.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "ae_000", + "group_col_2": "ch_000", + "predicate_col": "ba_003", + "predicate_op": ">=", + "predicate_value": 220220.0, + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 260.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..bc72a6bebad32a660b09a0a793183baf9df4417d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-587b-7631-a1c3-e985921d63ce"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cbe4bca617640f2f59f47e9ae4474bacb5278843 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-587b-7631-a1c3-e985921d63ce"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..dceb74a093550c161e10f91065d3676b2dfe3eb9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-6aa2-7921-a107-a87e3a4454d2"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..75534556407bee53d9a301fd455268835587fe58 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-6aa2-7921-a107-a87e3a4454d2"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..65ec27aa675cd94b0622593d164e4f452c565d75 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:10:31.858029+00:00", + "ended_at": "2026-05-19T16:10:35.281258+00:00", + "elapsed_ms": 3423.21, + "returncode": 1, + "prompt_metrics": { + "chars": 68499, + "bytes_utf8": 68499, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e56a27891eadeb27dd7c1a2a9ec7a0485bbd8ef2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:10:36.283902+00:00", + "ended_at": "2026-05-19T16:10:40.661293+00:00", + "elapsed_ms": 4377.36, + "returncode": 1, + "prompt_metrics": { + "chars": 68499, + "bytes_utf8": 68499, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8c35e7c295c53fb7eb91a8ba6d99a0be74637943 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=as_000, measure_col=ag_002.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "as_000", + "measure_col": "ag_002", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 292.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..8c35e7c295c53fb7eb91a8ba6d99a0be74637943 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", 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"ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=as_000, measure_col=ag_002.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "as_000", + "measure_col": "ag_002", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 292.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..46c6723406c9c52d98c16db45ad46140dd52bc56 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-cd43-7f10-973b-21c79c23a889"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..61625260c4aab127e516729af85ced2e3dd2d841 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-cd43-7f10-973b-21c79c23a889"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..43d5c96629d73a2b9e862d4515acc3576af81fde --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-de8c-7f10-9a2e-1da2d90ea0c9"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..1761fef6c9a74adae5241c7a47e0fbf0274966eb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-de8c-7f10-9a2e-1da2d90ea0c9"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4d9ede383eac6fe5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4d9ede383eac6fe5/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..915db9887897439ca93c38141a1c3763027cd99a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4d9ede383eac6fe5/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:19:33.051098+00:00", + "ended_at": "2026-05-19T16:19:36.126541+00:00", + "elapsed_ms": 3075.41, + "returncode": 1, + "prompt_metrics": { + "chars": 69058, + "bytes_utf8": 69058, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4d9ede383eac6fe5/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4d9ede383eac6fe5/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..664ab7c89f73bbe0a739575914958860cb462610 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4d9ede383eac6fe5/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:19:37.129508+00:00", + "ended_at": "2026-05-19T16:19:43.649235+00:00", + "elapsed_ms": 6519.68, + "returncode": 1, + "prompt_metrics": { + "chars": 69058, + "bytes_utf8": 69058, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4d9ede383eac6fe5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4d9ede383eac6fe5/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b219a221a26bdbb329694aad2cde0e8f56683db9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4d9ede383eac6fe5/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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+ "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "co_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cr_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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+ "notnull": false, + "pk": false + }, + { + "name": "da_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "db_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "de_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "df_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "di_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dl_000", + "type": "TEXT", + "notnull": false, + "pk": 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"ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=ab_000, measure_col=bv_000.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "ab_000", + "measure_col": "bv_000", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3031738.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4d9ede383eac6fe5/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4d9ede383eac6fe5/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..b219a221a26bdbb329694aad2cde0e8f56683db9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4d9ede383eac6fe5/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=ab_000, measure_col=bv_000.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "ab_000", + "measure_col": "bv_000", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3031738.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4d9ede383eac6fe5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4d9ede383eac6fe5/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..64a1c8684e6d88966b41bf568a3fe6daf870f955 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4d9ede383eac6fe5/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4109-0f3b-7af1-b52e-8ea63d586277"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4d9ede383eac6fe5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4d9ede383eac6fe5/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4c48fcd9123e422598e96d7cdd6cedfd5706809d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4d9ede383eac6fe5/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4109-0f3b-7af1-b52e-8ea63d586277"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4d9ede383eac6fe5/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4d9ede383eac6fe5/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..81ac3e7c2e3e9395f5bce1f284dcb4b377bbbda3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4d9ede383eac6fe5/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4109-1f53-7ba3-9d1c-c9e119e00674"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4d9ede383eac6fe5/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4d9ede383eac6fe5/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..172bd8032fe080727b80a052e98725b75841fc75 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4d9ede383eac6fe5/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4109-1f53-7ba3-9d1c-c9e119e00674"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4d9ede383eac6fe5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4d9ede383eac6fe5/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4d9ede383eac6fe5/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4d9ede383eac6fe5/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d4b70817f2357fc2542cea243f824ab1b341ff9e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:15:26.476306+00:00", + "ended_at": "2026-05-19T16:15:30.890539+00:00", + "elapsed_ms": 4414.2, + "returncode": 1, + "prompt_metrics": { + "chars": 69308, + "bytes_utf8": 69308, + "lines": 2151, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ae81c8477cb7284ec4432e408c0ba86cc218c3fe --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:15:31.893522+00:00", + "ended_at": "2026-05-19T16:15:34.890218+00:00", + "elapsed_ms": 2996.66, + "returncode": 1, + "prompt_metrics": { + "chars": 69308, + "bytes_utf8": 69308, + "lines": 2151, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..db4c8a0ed370043511fbe9e46ae622191542944f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"bt_000": "12.69", + "bu_000": "21614", + "bv_000": "21614", + "bx_000": "21772", + "by_000": "32", + "bz_000": "50", + "ca_000": "1994", + "cb_000": "21400", + "cc_000": "7710", + "cd_000": "1209600", + "ce_000": "302", + "cf_000": "2", + "cg_000": "6", + "ch_000": "0", + "ci_000": "2135.04", + "cj_000": "0", + "ck_000": "4525.44", + "cl_000": "2", + "cm_000": "16", + "cn_000": "0", + "cn_001": "52", + "cn_002": "2544", + "cn_003": "1894", + "cn_004": "2170", + "cn_005": "822", + "cn_006": "152", + "cn_007": "0", + "cn_008": "0", + "cn_009": "0", + "co_000": "2", + "cp_000": "2", + "cq_000": "21614", + "cr_000": "0", + "cs_000": "1032", + "cs_001": "6", + "cs_002": "24", + "cs_003": "656", + "cs_004": "692", + "cs_005": "4836", + "cs_006": "388", + "cs_007": "0", + "cs_008": "0", + "cs_009": "0", + "ct_000": "138", + "cu_000": "8", + "cv_000": "1666", + "cx_000": "72", + "cy_000": "0", + "cz_000": "12", + "da_000": "0", + "db_000": "0", + "dc_000": "2578", + "dd_000": "76", + "de_000": "62", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "232", + "do_000": "0", + "dp_000": "0", + "dq_000": "2014", + "dr_000": "370", + "ds_000": "48", + "dt_000": "18", + "du_000": "15740", + "dv_000": "1822", + "dx_000": "20174", + "dy_000": "44", + "dz_000": "0", + "ea_000": "0", + "eb_000": "0", + "ec_00": "1.08", + "ed_000": "54", + "ee_000": "5670", + "ee_001": "1566", + "ee_002": "240", + "ee_003": "46", + "ee_004": "58", + "ee_005": "44", + "ee_006": "10", + "ee_007": "0", + "ee_008": "0", + "ee_009": "0", + "ef_000": "4", + "eg_000": "32" + }, + { + "class": "neg", + "aa_000": "60874", + "ab_000": "", + "ac_000": "1368", + "ad_000": "458", + "ae_000": "0", + "af_000": "0", + "ag_000": "0", + "ag_001": "0", + "ag_002": "0", + "ag_003": "0", + "ag_004": "43752", + "ag_005": "1966618", + "ag_006": "1800340", + "ag_007": "131646", + "ag_008": "4588", + "ag_009": "0", + "ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=cg_000, condition_col=ch_000.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "cg_000", + "condition_col": "ch_000", + "condition_value": "0", + "positive_value": "0", + "negative_value": "2", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1839284.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..db4c8a0ed370043511fbe9e46ae622191542944f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=cg_000, condition_col=ch_000.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "cg_000", + "condition_col": "ch_000", + "condition_value": "0", + "positive_value": "0", + "negative_value": "2", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1839284.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5306c93c42acb9d85ffc4b2522d6e5e81f49e514 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-4c0c-7b21-8eec-19e33d91650d"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a2627491bc0ffed3d52abfad3a3547d2b4103b99 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-4c0c-7b21-8eec-19e33d91650d"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..42c033c1a6bbd06e0009c5ab436b02ea225fd4f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-613e-7d92-bd14-9307e75b3234"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..2cf3507ae0aff8059f884cf3e51cbda743a6a57b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-613e-7d92-bd14-9307e75b3234"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5295e0e5a29c5012/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5295e0e5a29c5012/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3c4ab2523672151f9529f243571ad6b2de8d4ab8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5295e0e5a29c5012/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:30:14.176352+00:00", + "ended_at": "2026-05-19T16:30:17.412486+00:00", + "elapsed_ms": 3236.07, + "returncode": 1, + "prompt_metrics": { + "chars": 68496, + "bytes_utf8": 68496, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5295e0e5a29c5012/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5295e0e5a29c5012/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3c7720197880105e220949b36c89c35567e0ec26 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5295e0e5a29c5012/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:30:18.418568+00:00", + "ended_at": "2026-05-19T16:30:23.259844+00:00", + "elapsed_ms": 4841.21, + "returncode": 1, + "prompt_metrics": { + "chars": 68496, + "bytes_utf8": 68496, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5295e0e5a29c5012/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5295e0e5a29c5012/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e5e2111e4ee76661c0efd1a4150587e951ae6845 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5295e0e5a29c5012/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"bt_000": "12.69", + "bu_000": "21614", + "bv_000": "21614", + "bx_000": "21772", + "by_000": "32", + "bz_000": "50", + "ca_000": "1994", + "cb_000": "21400", + "cc_000": "7710", + "cd_000": "1209600", + "ce_000": "302", + "cf_000": "2", + "cg_000": "6", + "ch_000": "0", + "ci_000": "2135.04", + "cj_000": "0", + "ck_000": "4525.44", + "cl_000": "2", + "cm_000": "16", + "cn_000": "0", + "cn_001": "52", + "cn_002": "2544", + "cn_003": "1894", + "cn_004": "2170", + "cn_005": "822", + "cn_006": "152", + "cn_007": "0", + "cn_008": "0", + "cn_009": "0", + "co_000": "2", + "cp_000": "2", + "cq_000": "21614", + "cr_000": "0", + "cs_000": "1032", + "cs_001": "6", + "cs_002": "24", + "cs_003": "656", + "cs_004": "692", + "cs_005": "4836", + "cs_006": "388", + "cs_007": "0", + "cs_008": "0", + "cs_009": "0", + "ct_000": "138", + "cu_000": "8", + "cv_000": "1666", + "cx_000": "72", + "cy_000": "0", + "cz_000": "12", + "da_000": "0", + "db_000": "0", + "dc_000": "2578", + "dd_000": "76", + "de_000": "62", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "232", + "do_000": "0", + "dp_000": "0", + "dq_000": "2014", + "dr_000": "370", + "ds_000": "48", + "dt_000": "18", + "du_000": "15740", + "dv_000": "1822", + "dx_000": "20174", + "dy_000": "44", + "dz_000": "0", + "ea_000": "0", + "eb_000": "0", + "ec_00": "1.08", + "ed_000": "54", + "ee_000": "5670", + "ee_001": "1566", + "ee_002": "240", + "ee_003": "46", + "ee_004": "58", + "ee_005": "44", + "ee_006": "10", + "ee_007": "0", + "ee_008": "0", + "ee_009": "0", + "ef_000": "4", + "eg_000": "32" + }, + { + "class": "neg", + "aa_000": "60874", + "ab_000": "", + "ac_000": "1368", + "ad_000": "458", + "ae_000": "0", + "af_000": "0", + "ag_000": "0", + "ag_001": "0", + "ag_002": "0", + "ag_003": "0", + "ag_004": "43752", + "ag_005": "1966618", + "ag_006": "1800340", + "ag_007": "131646", + "ag_008": "4588", + "ag_009": "0", + "ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role count_distribution. Focus on group_col=ae_000.", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "ae_000", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 17600.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5295e0e5a29c5012/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5295e0e5a29c5012/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e5e2111e4ee76661c0efd1a4150587e951ae6845 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5295e0e5a29c5012/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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Focus on group_col=ae_000.", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "ae_000", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 17600.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5295e0e5a29c5012/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5295e0e5a29c5012/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b9fb19b8364575ae5bdd0520d1de93989cab672d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5295e0e5a29c5012/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-d812-7ea2-8f28-a72da4060d70"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5295e0e5a29c5012/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5295e0e5a29c5012/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5aa4eedaa87f6c0183e04a761e27f32ca5f01eb3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5295e0e5a29c5012/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-d812-7ea2-8f28-a72da4060d70"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5295e0e5a29c5012/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5295e0e5a29c5012/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..84cafa82b0e14e664f889db6b75f31397fd18981 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5295e0e5a29c5012/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-e899-77e2-971f-7b195802a327"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5295e0e5a29c5012/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5295e0e5a29c5012/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..147dc1fafa45de2e8901fbf8117c702891b6ebf8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5295e0e5a29c5012/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-e899-77e2-971f-7b195802a327"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5295e0e5a29c5012/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5295e0e5a29c5012/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5295e0e5a29c5012/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5295e0e5a29c5012/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_53317b89bcb0ff30/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_53317b89bcb0ff30/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2d0ce14a009f569a9c09f978cc46e25e5268b1cc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_53317b89bcb0ff30/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:21:58.711410+00:00", + "ended_at": "2026-05-19T16:22:09.743099+00:00", + "elapsed_ms": 11031.65, + "returncode": 1, + "prompt_metrics": { + "chars": 69058, + "bytes_utf8": 69058, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_53317b89bcb0ff30/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_53317b89bcb0ff30/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..daedf3ff3a2094cd77bde6cbed2cac22503c4ac2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_53317b89bcb0ff30/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:22:10.749347+00:00", + "ended_at": "2026-05-19T16:22:14.364872+00:00", + "elapsed_ms": 3615.46, + "returncode": 1, + "prompt_metrics": { + "chars": 69058, + "bytes_utf8": 69058, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_53317b89bcb0ff30/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_53317b89bcb0ff30/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e3cc797036e13f2fce12e245fb259f8070b185c5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_53317b89bcb0ff30/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=au_000, measure_col=cc_000.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "au_000", + "measure_col": "cc_000", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2619368.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_53317b89bcb0ff30/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_53317b89bcb0ff30/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e3cc797036e13f2fce12e245fb259f8070b185c5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_53317b89bcb0ff30/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=au_000, measure_col=cc_000.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "au_000", + "measure_col": "cc_000", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2619368.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_53317b89bcb0ff30/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_53317b89bcb0ff30/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5f9614c2ba94ca15a010b630ae2953183d3e8e28 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_53317b89bcb0ff30/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-485c-7ba3-b745-1ab16be907f2"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_53317b89bcb0ff30/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_53317b89bcb0ff30/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7fd26ab75a6f630aef4e5918906f603b6eeebe13 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_53317b89bcb0ff30/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-485c-7ba3-b745-1ab16be907f2"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_53317b89bcb0ff30/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_53317b89bcb0ff30/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5bc5701e05e49fef1adb306c39b7c0a40794048a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_53317b89bcb0ff30/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-77c7-7bb1-bb1c-a8cd32ff3bb9"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_53317b89bcb0ff30/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_53317b89bcb0ff30/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..fcff9c7698ae5139880d032fd9defecc9eb1824b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_53317b89bcb0ff30/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-77c7-7bb1-bb1c-a8cd32ff3bb9"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_53317b89bcb0ff30/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_53317b89bcb0ff30/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_53317b89bcb0ff30/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_53317b89bcb0ff30/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5b022e311cc628c9/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5b022e311cc628c9/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..980298dec697e8d5990e9638e33d7056e5f3471c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5b022e311cc628c9/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:24:50.202852+00:00", + "ended_at": "2026-05-19T16:24:53.849349+00:00", + "elapsed_ms": 3646.45, + "returncode": 1, + "prompt_metrics": { + "chars": 68683, + "bytes_utf8": 68683, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5b022e311cc628c9/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5b022e311cc628c9/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e180606e79c6f333dbdb5a05b7d1bd5742244056 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5b022e311cc628c9/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:24:54.853285+00:00", + "ended_at": "2026-05-19T16:24:58.496965+00:00", + "elapsed_ms": 3643.62, + "returncode": 1, + "prompt_metrics": { + "chars": 68683, + "bytes_utf8": 68683, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5b022e311cc628c9/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5b022e311cc628c9/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..438ecac2a3e62e17faedf54d4e844f630ad498ed --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5b022e311cc628c9/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=cs_009, measure_col=cn_000.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "cs_009", + "measure_col": "cn_000", + "top_k": 19, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 24380.72, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5b022e311cc628c9/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5b022e311cc628c9/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..438ecac2a3e62e17faedf54d4e844f630ad498ed --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5b022e311cc628c9/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=cs_009, measure_col=cn_000.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "cs_009", + "measure_col": "cn_000", + "top_k": 19, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 24380.72, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5b022e311cc628c9/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5b022e311cc628c9/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..37f792e2f9437ba3ee87c4c58cafacc113bc2cf4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5b022e311cc628c9/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410d-e6af-7660-a65c-47e4ca289280"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5b022e311cc628c9/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5b022e311cc628c9/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bd7715047a7e2a48b1ce33601e28316f2f648145 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5b022e311cc628c9/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410d-e6af-7660-a65c-47e4ca289280"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5b022e311cc628c9/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5b022e311cc628c9/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b7dccc33fc7ecb2457fe0ea949a310d473d416a3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5b022e311cc628c9/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410d-f8aa-7fa1-90dc-7421e2a2c9f0"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5b022e311cc628c9/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5b022e311cc628c9/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..2cb0bf872d6d76ce3c5a07874dfdcd49584887ee --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5b022e311cc628c9/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410d-f8aa-7fa1-90dc-7421e2a2c9f0"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5b022e311cc628c9/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5b022e311cc628c9/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5b022e311cc628c9/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_5b022e311cc628c9/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..992c306fcbef137cdc279650ab79452272a8e152 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:14:35.701006+00:00", + "ended_at": "2026-05-19T16:14:38.686261+00:00", + "elapsed_ms": 2985.23, + "returncode": 1, + "prompt_metrics": { + "chars": 68910, + "bytes_utf8": 68910, + "lines": 2150, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..015b025bfba9c2aa13cf66d9045f4dd634184958 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:14:39.690170+00:00", + "ended_at": "2026-05-19T16:14:42.605736+00:00", + "elapsed_ms": 2915.52, + "returncode": 1, + "prompt_metrics": { + "chars": 68910, + "bytes_utf8": 68910, + "lines": 2150, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ed9dc53eb41d222590588cc89695e1ea0807b8aa --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=ay_003, measure_col=ay_008.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "ay_003", + "measure_col": "ay_008", + "item_col": "ay_001", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 315906.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..ed9dc53eb41d222590588cc89695e1ea0807b8aa --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=ay_003, measure_col=ay_008.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "ay_003", + "measure_col": "ay_008", + "item_col": "ay_001", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 315906.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e4b15b95eecf27f85ee983735b44ee096e1715c2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-85d0-7250-9e8b-0a1f0960b43e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c1e02836bec4aa404af1a0fa1e322c2657bcc2c5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-85d0-7250-9e8b-0a1f0960b43e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2659a1cd03761c0bd18d8728188810078a80fbd4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-9565-75a1-b66a-99fd03049c1d"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..13528987d448f7a0423e61a25cf19afdfcd7a114 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-9565-75a1-b66a-99fd03049c1d"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5ebac3b46cedb2314eda49a911f4f31148a37019 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:11:49.818805+00:00", + "ended_at": "2026-05-19T16:11:53.000432+00:00", + "elapsed_ms": 3181.51, + "returncode": 1, + "prompt_metrics": { + "chars": 68413, + "bytes_utf8": 68413, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..045ce85df89a2dd34b4c1631a09bddd31848ee83 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:11:54.004176+00:00", + "ended_at": "2026-05-19T16:11:57.299436+00:00", + "elapsed_ms": 3295.23, + "returncode": 1, + "prompt_metrics": { + "chars": 68413, + "bytes_utf8": 68413, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cad7bf453bbc9da4745d58429c8803ed0c38dffa --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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Focus on group_col=cs_008.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "cs_008", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 114.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..cad7bf453bbc9da4745d58429c8803ed0c38dffa --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "co_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cr_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ct_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cy_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "da_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "db_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "de_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "df_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "di_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dl_000", + "type": "TEXT", + "notnull": false, + "pk": 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"ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=cs_008.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "cs_008", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 114.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3b85973db7cdff57a1883f19d148bee74c16affc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-fdbb-7cd2-81f4-abdbf4d6fe10"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..95f1556239eafe24889a3fa762b23673ba5ef8c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-fdbb-7cd2-81f4-abdbf4d6fe10"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..28353cc8e9b29e90784a870df2786136b4f62944 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-0e1b-7013-8482-f7bec1efeb71"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..4bde593a905bc4b0ca7b56f0fe52bdde1ad53653 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-0e1b-7013-8482-f7bec1efeb71"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_65f5d406b6c8faec/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_65f5d406b6c8faec/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..bdd096542fea8ea6deee5d63ff3ee913c3dca841 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_65f5d406b6c8faec/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:29:41.953000+00:00", + "ended_at": "2026-05-19T16:29:45.720838+00:00", + "elapsed_ms": 3767.79, + "returncode": 1, + "prompt_metrics": { + "chars": 68493, + "bytes_utf8": 68493, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_65f5d406b6c8faec/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_65f5d406b6c8faec/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..04a01be0f9237cb221b3a0e6692a944b04e357b7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_65f5d406b6c8faec/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:29:46.725930+00:00", + "ended_at": "2026-05-19T16:29:50.033216+00:00", + "elapsed_ms": 3307.23, + "returncode": 1, + "prompt_metrics": { + "chars": 68493, + "bytes_utf8": 68493, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_65f5d406b6c8faec/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_65f5d406b6c8faec/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..155fa699f7fd68f461b9b4b41b7db43806c9c41b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_65f5d406b6c8faec/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role count_distribution. Focus on group_col=class.", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "class", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 2136.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_65f5d406b6c8faec/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_65f5d406b6c8faec/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..155fa699f7fd68f461b9b4b41b7db43806c9c41b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_65f5d406b6c8faec/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "co_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cr_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role count_distribution. Focus on group_col=class.", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "class", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 2136.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_65f5d406b6c8faec/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_65f5d406b6c8faec/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9ed345c4154be96b43d491199a1686debb5d2a84 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_65f5d406b6c8faec/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-5a34-71b1-af28-89f854c238be"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_65f5d406b6c8faec/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_65f5d406b6c8faec/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ebc84baba7459e9a57325947ae12d3226b73c6cf --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_65f5d406b6c8faec/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-5a34-71b1-af28-89f854c238be"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_65f5d406b6c8faec/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_65f5d406b6c8faec/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..cfa803e0e7f3787f17acb2679f25c09c1da55c08 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_65f5d406b6c8faec/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-6cee-7dc2-92bf-9af7d672c6bf"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_65f5d406b6c8faec/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_65f5d406b6c8faec/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..344bfeb1462c2f0da99fa52ec7eab31d13eb23f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_65f5d406b6c8faec/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-6cee-7dc2-92bf-9af7d672c6bf"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_65f5d406b6c8faec/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_65f5d406b6c8faec/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_65f5d406b6c8faec/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_65f5d406b6c8faec/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_679d4534f17bb881/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_679d4534f17bb881/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..14c5e67457f4abd15314828b5e327c110469ce17 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_679d4534f17bb881/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:25:49.977642+00:00", + "ended_at": "2026-05-19T16:25:53.633540+00:00", + "elapsed_ms": 3655.84, + "returncode": 1, + "prompt_metrics": { + "chars": 68679, + "bytes_utf8": 68679, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_679d4534f17bb881/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_679d4534f17bb881/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..633c93928a7df6d77925e37c4ade582b138baa4a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_679d4534f17bb881/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:25:54.637468+00:00", + "ended_at": "2026-05-19T16:25:58.314226+00:00", + "elapsed_ms": 3676.69, + "returncode": 1, + "prompt_metrics": { + "chars": 68679, + "bytes_utf8": 68679, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_679d4534f17bb881/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_679d4534f17bb881/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d57a6d57022335d0efe497c1fa4dc58f3d91c048 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_679d4534f17bb881/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=dz_000, measure_col=cn_004.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "dz_000", + "measure_col": "cn_004", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 896600.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_679d4534f17bb881/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_679d4534f17bb881/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..d57a6d57022335d0efe497c1fa4dc58f3d91c048 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_679d4534f17bb881/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", 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"2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=dz_000, measure_col=cn_004.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "dz_000", + "measure_col": "cn_004", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 896600.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_679d4534f17bb881/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_679d4534f17bb881/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f51b2c53dd09230b184ea00235d868da63e2efbb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_679d4534f17bb881/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410e-d007-71a0-82d4-160e13fc176e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_679d4534f17bb881/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_679d4534f17bb881/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7e366040e748d8e916e8a99bf1f97bf6f4f2fa39 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_679d4534f17bb881/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410e-d007-71a0-82d4-160e13fc176e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_679d4534f17bb881/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_679d4534f17bb881/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2eeab6e81b59a7f4e51083caf272412392042c04 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_679d4534f17bb881/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410e-e23b-78f0-b08d-a64a597e15a0"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_679d4534f17bb881/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_679d4534f17bb881/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..81cbe9d4affe03cd31f772da9df8b99f04f286c5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_679d4534f17bb881/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410e-e23b-78f0-b08d-a64a597e15a0"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_679d4534f17bb881/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_679d4534f17bb881/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_679d4534f17bb881/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_679d4534f17bb881/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..aa9f567f9e775053014a26f57d6a8bd955d0774a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:09:24.706159+00:00", + "ended_at": "2026-05-19T16:09:28.514056+00:00", + "elapsed_ms": 3807.87, + "returncode": 1, + "prompt_metrics": { + "chars": 68501, + "bytes_utf8": 68501, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e471b416cc7f65bcc72ab497b48b2c9e81d5edeb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:09:29.518846+00:00", + "ended_at": "2026-05-19T16:09:32.807611+00:00", + "elapsed_ms": 3288.72, + "returncode": 1, + "prompt_metrics": { + "chars": 68501, + "bytes_utf8": 68501, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..dc70b33fffc911217a4a2ce97fe6b6766980646d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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+ "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "co_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cr_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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+ "notnull": false, + "pk": false + }, + { + "name": "da_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "db_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "de_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "df_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "di_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dl_000", + "type": "TEXT", + "notnull": false, + "pk": 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"ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=ab_000, measure_col=ab_000.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "ab_000", + "measure_col": "ab_000", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 12.96, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..dc70b33fffc911217a4a2ce97fe6b6766980646d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=ab_000, measure_col=ab_000.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "ab_000", + "measure_col": "ab_000", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 12.96, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a1458c0ad84c2b68101a2fdcfced9130b2a40be5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ff-c6f5-76e3-9798-469e056c2baa"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cf543a3b2ff5a3684cf6efb6621868ab9835feaf --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ff-c6f5-76e3-9798-469e056c2baa"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a63c6c35795f91cd117011d64fecfbecf60204d9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ff-d9ca-7d60-9e78-7d448083f418"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..6caea960e125de3ddf2493170216a1f7513b8113 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ff-d9ca-7d60-9e78-7d448083f418"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..dd4dd438de8608ddb0298c3dab7bf367e526a9a6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:16:17.164938+00:00", + "ended_at": "2026-05-19T16:16:22.517426+00:00", + "elapsed_ms": 5352.43, + "returncode": 1, + "prompt_metrics": { + "chars": 69308, + "bytes_utf8": 69308, + "lines": 2151, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0cd5985efa62b178ab0d1b77785a69899aa6513e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:16:23.523502+00:00", + "ended_at": "2026-05-19T16:16:27.060148+00:00", + "elapsed_ms": 3536.57, + "returncode": 1, + "prompt_metrics": { + "chars": 69308, + "bytes_utf8": 69308, + "lines": 2151, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ffca23486f747bb136f0aec50bda54580f6cd59e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"bt_000": "12.69", + "bu_000": "21614", + "bv_000": "21614", + "bx_000": "21772", + "by_000": "32", + "bz_000": "50", + "ca_000": "1994", + "cb_000": "21400", + "cc_000": "7710", + "cd_000": "1209600", + "ce_000": "302", + "cf_000": "2", + "cg_000": "6", + "ch_000": "0", + "ci_000": "2135.04", + "cj_000": "0", + "ck_000": "4525.44", + "cl_000": "2", + "cm_000": "16", + "cn_000": "0", + "cn_001": "52", + "cn_002": "2544", + "cn_003": "1894", + "cn_004": "2170", + "cn_005": "822", + "cn_006": "152", + "cn_007": "0", + "cn_008": "0", + "cn_009": "0", + "co_000": "2", + "cp_000": "2", + "cq_000": "21614", + "cr_000": "0", + "cs_000": "1032", + "cs_001": "6", + "cs_002": "24", + "cs_003": "656", + "cs_004": "692", + "cs_005": "4836", + "cs_006": "388", + "cs_007": "0", + "cs_008": "0", + "cs_009": "0", + "ct_000": "138", + "cu_000": "8", + "cv_000": "1666", + "cx_000": "72", + "cy_000": "0", + "cz_000": "12", + "da_000": "0", + "db_000": "0", + "dc_000": "2578", + "dd_000": "76", + "de_000": "62", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "232", + "do_000": "0", + "dp_000": "0", + "dq_000": "2014", + "dr_000": "370", + "ds_000": "48", + "dt_000": "18", + "du_000": "15740", + "dv_000": "1822", + "dx_000": "20174", + "dy_000": "44", + "dz_000": "0", + "ea_000": "0", + "eb_000": "0", + "ec_00": "1.08", + "ed_000": "54", + "ee_000": "5670", + "ee_001": "1566", + "ee_002": "240", + "ee_003": "46", + "ee_004": "58", + "ee_005": "44", + "ee_006": "10", + "ee_007": "0", + "ee_008": "0", + "ee_009": "0", + "ef_000": "4", + "eg_000": "32" + }, + { + "class": "neg", + "aa_000": "60874", + "ab_000": "", + "ac_000": "1368", + "ad_000": "458", + "ae_000": "0", + "af_000": "0", + "ag_000": "0", + "ag_001": "0", + "ag_002": "0", + "ag_003": "0", + "ag_004": "43752", + "ag_005": "1966618", + "ag_006": "1800340", + "ag_007": "131646", + "ag_008": "4588", + "ag_009": "0", + "ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=db_000, condition_col=ch_000.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "db_000", + "condition_col": "ch_000", + "condition_value": "0", + "positive_value": "0", + "negative_value": "2", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1052220.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..ffca23486f747bb136f0aec50bda54580f6cd59e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=db_000, condition_col=ch_000.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "db_000", + "condition_col": "ch_000", + "condition_value": "0", + "positive_value": "0", + "negative_value": "2", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1052220.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..fe2d9924cedc27c9bfb3b93591a84a8233026c24 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4106-128a-7a02-94c6-a26c13f4ad83"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..66ed0f8740730ba41769ab842b870af651330fff --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4106-128a-7a02-94c6-a26c13f4ad83"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e8a9dc67cc6988e3cd75b8af2494844c790a22b5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4106-2b95-7213-ab9f-9b5ca721aab1"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..2f9fa920d91bd1bda05898a744081f33824b8775 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4106-2b95-7213-ab9f-9b5ca721aab1"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..59523fccb5de4f07127710142137031e97a1e8f8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:11:02.785784+00:00", + "ended_at": "2026-05-19T16:11:06.079974+00:00", + "elapsed_ms": 3294.16, + "returncode": 1, + "prompt_metrics": { + "chars": 68501, + "bytes_utf8": 68501, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..28204ae72a806e8f1dae37a68aa87c52331a30ac --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:11:07.084931+00:00", + "ended_at": "2026-05-19T16:11:10.469908+00:00", + "elapsed_ms": 3384.95, + "returncode": 1, + "prompt_metrics": { + "chars": 68501, + "bytes_utf8": 68501, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0f334b741a610ec6b5d25bf4ed43e1f377be0f35 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"bt_000": "12.69", + "bu_000": "21614", + "bv_000": "21614", + "bx_000": "21772", + "by_000": "32", + "bz_000": "50", + "ca_000": "1994", + "cb_000": "21400", + "cc_000": "7710", + "cd_000": "1209600", + "ce_000": "302", + "cf_000": "2", + "cg_000": "6", + "ch_000": "0", + "ci_000": "2135.04", + "cj_000": "0", + "ck_000": "4525.44", + "cl_000": "2", + "cm_000": "16", + "cn_000": "0", + "cn_001": "52", + "cn_002": "2544", + "cn_003": "1894", + "cn_004": "2170", + "cn_005": "822", + "cn_006": "152", + "cn_007": "0", + "cn_008": "0", + "cn_009": "0", + "co_000": "2", + "cp_000": "2", + "cq_000": "21614", + "cr_000": "0", + "cs_000": "1032", + "cs_001": "6", + "cs_002": "24", + "cs_003": "656", + "cs_004": "692", + "cs_005": "4836", + "cs_006": "388", + "cs_007": "0", + "cs_008": "0", + "cs_009": "0", + "ct_000": "138", + "cu_000": "8", + "cv_000": "1666", + "cx_000": "72", + "cy_000": "0", + "cz_000": "12", + "da_000": "0", + "db_000": "0", + "dc_000": "2578", + "dd_000": "76", + 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"ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=ay_003, measure_col=ag_004.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "ay_003", + "measure_col": "ag_004", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 14782.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..0f334b741a610ec6b5d25bf4ed43e1f377be0f35 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=ay_003, measure_col=ag_004.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "ay_003", + "measure_col": "ag_004", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 14782.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0d644342d91da278404e422cd9a2558dc690e3b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-460f-7b50-a059-e85ed9efbb6d"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c02fc7d0ffc40a4ce3c69c0f0a9e739a68b57df5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-460f-7b50-a059-e85ed9efbb6d"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..de06d76a6fb34d3ef61f60e8c634140b68ed2c0f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-56d5-7323-91a1-149f13214306"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..74ca6f671fe06d192ad74b2786979d36ff5dc64b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-56d5-7323-91a1-149f13214306"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..eb7ed99167ff7167d37b32b8a8cb6bfea94cca68 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:12:58.174927+00:00", + "ended_at": "2026-05-19T16:13:03.403538+00:00", + "elapsed_ms": 5228.57, + "returncode": 1, + "prompt_metrics": { + "chars": 68907, + "bytes_utf8": 68907, + "lines": 2150, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8f33194603a172e72eb841573db0d545377f2689 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:13:04.408331+00:00", + "ended_at": "2026-05-19T16:13:08.460634+00:00", + "elapsed_ms": 4052.26, + "returncode": 1, + "prompt_metrics": { + "chars": 68907, + "bytes_utf8": 68907, + "lines": 2150, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9af22ecce167b619b5cc9f6e7eae2f35d4d6cc99 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=ae_000, measure_col=ax_000.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "ae_000", + "measure_col": "ax_000", + "item_col": "as_000", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 896.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..9af22ecce167b619b5cc9f6e7eae2f35d4d6cc99 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=ae_000, measure_col=ax_000.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "ae_000", + "measure_col": "ax_000", + "item_col": "as_000", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 896.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..182251b17f4a7ac04f372dc45da5f40cc9129e5d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-08c0-7d10-a968-746caba79016"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..38b388bb7304eade1083da93028b8f1b27df86bd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-08c0-7d10-a968-746caba79016"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e14c7cc8136e4f9fd2f554bf5cf3cad565cda26d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-2123-7bf3-8696-47cf5db2f49a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..2b90b1239645cf88fccd661603242f195f6bb5d5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-2123-7bf3-8696-47cf5db2f49a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72c2347d1d8b773f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72c2347d1d8b773f/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..72773bd29e151253f152a4ef06a426611b857684 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72c2347d1d8b773f/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:28:45.761061+00:00", + "ended_at": "2026-05-19T16:28:49.472413+00:00", + "elapsed_ms": 3711.3, + "returncode": 1, + "prompt_metrics": { + "chars": 68437, + "bytes_utf8": 68437, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72c2347d1d8b773f/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72c2347d1d8b773f/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..284a3d8cbb024420adb98da41978521e97d87637 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72c2347d1d8b773f/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:28:50.477362+00:00", + "ended_at": "2026-05-19T16:28:54.240257+00:00", + "elapsed_ms": 3762.84, + "returncode": 1, + "prompt_metrics": { + "chars": 68437, + "bytes_utf8": 68437, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72c2347d1d8b773f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72c2347d1d8b773f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f73ee1a205b1b47405bd8d703e2db62553b9dcfb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72c2347d1d8b773f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_threshold_rarity_cdf", + "template_name": "Threshold Rarity CDF", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=cs_009.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "cs_009", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72c2347d1d8b773f/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72c2347d1d8b773f/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..f73ee1a205b1b47405bd8d703e2db62553b9dcfb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72c2347d1d8b773f/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_threshold_rarity_cdf", + "template_name": "Threshold Rarity CDF", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=cs_009.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "cs_009", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72c2347d1d8b773f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72c2347d1d8b773f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ec9a4100be8619c530f158100e2d36cf4a261a55 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72c2347d1d8b773f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-7ea4-7142-973c-1eccbb2d5701"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72c2347d1d8b773f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72c2347d1d8b773f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..92e7ca432c8c8f78a11b2c447a473059efb01f85 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72c2347d1d8b773f/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-7ea4-7142-973c-1eccbb2d5701"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72c2347d1d8b773f/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72c2347d1d8b773f/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d3b6355fc810f7e50c3e32209a0028133f7f6805 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72c2347d1d8b773f/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-9149-7490-ac5b-f4bb40876995"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72c2347d1d8b773f/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72c2347d1d8b773f/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..0974d1a8d926120068a903076191c3d4386e0034 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72c2347d1d8b773f/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-9149-7490-ac5b-f4bb40876995"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72c2347d1d8b773f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72c2347d1d8b773f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72c2347d1d8b773f/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_72c2347d1d8b773f/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..84d1a287e6b125e7d75ade9f4ea09f006e5abd4f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:10:40.693134+00:00", + "ended_at": "2026-05-19T16:10:43.982817+00:00", + "elapsed_ms": 3289.66, + "returncode": 1, + "prompt_metrics": { + "chars": 68501, + "bytes_utf8": 68501, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..847d843056196e38dbdc2c2a0a69bcba901a6016 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:10:44.986168+00:00", + "ended_at": "2026-05-19T16:10:48.328045+00:00", + "elapsed_ms": 3341.8, + "returncode": 1, + "prompt_metrics": { + "chars": 68501, + "bytes_utf8": 68501, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d95a2c1eca41c19a60a9982bbd35cce05f1e0761 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=as_000, measure_col=ag_002.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "as_000", + "measure_col": "ag_002", + "top_k": 16, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 225.76, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..d95a2c1eca41c19a60a9982bbd35cce05f1e0761 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=as_000, measure_col=ag_002.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "as_000", + "measure_col": "ag_002", + "top_k": 16, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 225.76, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..24678fd03f3a616af2c7aa2cadbf09807314076f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-efb8-7101-862e-69773b34bf48"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bdd2850457a5af71c4d58c662536c8aaf126ba7e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-efb8-7101-862e-69773b34bf48"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2ef9031e55c8867afcc0b077eac7cf4d4f0aaf63 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-0081-7452-b1d2-599bba248aa4"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..fe339bdf2003ab42ca57718daf58f4961cc2a20f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-0081-7452-b1d2-599bba248aa4"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d7c7d5e85b3f146644b78dcddb5b33d5d6178f73 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:27:06.004145+00:00", + "ended_at": "2026-05-19T16:27:11.804858+00:00", + "elapsed_ms": 5800.66, + "returncode": 1, + "prompt_metrics": { + "chars": 68742, + "bytes_utf8": 68742, + "lines": 2151, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..bb120ed25a0eec753413e8073dd2ead7a088aa92 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:27:12.811501+00:00", + "ended_at": "2026-05-19T16:27:16.169758+00:00", + "elapsed_ms": 3358.19, + "returncode": 1, + "prompt_metrics": { + "chars": 68742, + "bytes_utf8": 68742, + "lines": 2151, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c87c8c63cf32f23ee181f6788712f5aba21b8624 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=af_000, condition_col=ch_000.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "af_000", + "condition_col": "ch_000", + "condition_value": "2", + "positive_value": "0", + "negative_value": "2", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 882.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..c87c8c63cf32f23ee181f6788712f5aba21b8624 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=af_000, condition_col=ch_000.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "af_000", + "condition_col": "ch_000", + "condition_value": "2", + "positive_value": "0", + "negative_value": "2", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 882.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..50cdd7518322b54092211a9345030908075cfc6c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-f8f5-7da2-ab36-f3a42644a11e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2c5f7169cd52ecf93a1a52676d2ed39b3610999d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-f8f5-7da2-ab36-f3a42644a11e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3fe637f21461ac7712748254e94afea321ba3a3f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4110-138e-7310-bf14-b5af90b1f5b2"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..f6b9b3795639ac211100c06b91b58c7f3075cdeb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4110-138e-7310-bf14-b5af90b1f5b2"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3088d933a511b80cd742ca083838735d8a726e6d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:10:01.479787+00:00", + "ended_at": "2026-05-19T16:10:04.834242+00:00", + "elapsed_ms": 3354.43, + "returncode": 1, + "prompt_metrics": { + "chars": 68498, + "bytes_utf8": 68498, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..64dc714929f48ad13fb8aea1f5e9b7e910fd423e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:10:05.837415+00:00", + "ended_at": "2026-05-19T16:10:08.770324+00:00", + "elapsed_ms": 2932.87, + "returncode": 1, + "prompt_metrics": { + "chars": 68498, + "bytes_utf8": 68498, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0707129f0d6d02812edc7ac9c066fa234563145b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=aj_000, measure_col=ae_000.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "aj_000", + "measure_col": "ae_000", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 74.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..0707129f0d6d02812edc7ac9c066fa234563145b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "co_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cr_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ct_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cy_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "da_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "db_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "de_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "df_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "di_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dl_000", + "type": "TEXT", + "notnull": false, + "pk": 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"ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=aj_000, measure_col=ae_000.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "aj_000", + "measure_col": "ae_000", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 74.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9b8d7a225f63faa28b119dd8d4067ce738858aad --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-5677-7750-b1a6-94b8c6320b56"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9737b512e765e64e01f2bfe924b1f07b9160efc5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-5677-7750-b1a6-94b8c6320b56"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0997cedda0f36219cf02986928e37bfe994f2f2b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-6781-78b2-8316-dd09453f668f"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..ece295575ab3eaf4311faa766ee0941ac08e5e4b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-6781-78b2-8316-dd09453f668f"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8b662e68df253573/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8b662e68df253573/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..44f342006799c6111d09a6a016f2e846ef57ecb0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8b662e68df253573/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:25:17.075642+00:00", + "ended_at": "2026-05-19T16:25:20.855868+00:00", + "elapsed_ms": 3780.16, + "returncode": 1, + "prompt_metrics": { + "chars": 68678, + "bytes_utf8": 68678, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8b662e68df253573/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8b662e68df253573/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..246e5627bc2562a3acc65237276bbfbf9a01c081 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8b662e68df253573/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:25:21.862195+00:00", + "ended_at": "2026-05-19T16:25:25.330553+00:00", + "elapsed_ms": 3468.3, + "returncode": 1, + "prompt_metrics": { + "chars": 68678, + "bytes_utf8": 68678, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8b662e68df253573/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8b662e68df253573/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..45a8cb3059be96d3bd441fb0b66227f73c8410b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8b662e68df253573/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=db_000, measure_col=cn_002.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "db_000", + "measure_col": "cn_002", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 15704.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8b662e68df253573/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8b662e68df253573/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..45a8cb3059be96d3bd441fb0b66227f73c8410b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8b662e68df253573/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"bt_000": "12.69", + "bu_000": "21614", + "bv_000": "21614", + "bx_000": "21772", + "by_000": "32", + "bz_000": "50", + "ca_000": "1994", + "cb_000": "21400", + "cc_000": "7710", + "cd_000": "1209600", + "ce_000": "302", + "cf_000": "2", + "cg_000": "6", + "ch_000": "0", + "ci_000": "2135.04", + "cj_000": "0", + "ck_000": "4525.44", + "cl_000": "2", + "cm_000": "16", + "cn_000": "0", + "cn_001": "52", + "cn_002": "2544", + "cn_003": "1894", + "cn_004": "2170", + "cn_005": "822", + "cn_006": "152", + "cn_007": "0", + "cn_008": "0", + "cn_009": "0", + "co_000": "2", + "cp_000": "2", + "cq_000": "21614", + "cr_000": "0", + "cs_000": "1032", + "cs_001": "6", + "cs_002": "24", + "cs_003": "656", + "cs_004": "692", + "cs_005": "4836", + "cs_006": "388", + "cs_007": "0", + "cs_008": "0", + "cs_009": "0", + "ct_000": "138", + "cu_000": "8", + "cv_000": "1666", + "cx_000": "72", + "cy_000": "0", + "cz_000": "12", + "da_000": "0", + "db_000": "0", + "dc_000": "2578", + "dd_000": "76", + 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"ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=db_000, measure_col=cn_002.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "db_000", + "measure_col": "cn_002", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 15704.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8b662e68df253573/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8b662e68df253573/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..99834be401cd86daec11fb5a2313e1cd3f2b9c76 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8b662e68df253573/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410e-4f96-7ee0-b3fb-fa38ec3a06eb"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8b662e68df253573/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8b662e68df253573/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..452214f097e9843fb164ff64470ad9ec7d3c318d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8b662e68df253573/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410e-4f96-7ee0-b3fb-fa38ec3a06eb"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8b662e68df253573/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8b662e68df253573/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b3988c01c2f31c895cf2f476ab6bedcec67609cb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8b662e68df253573/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410e-6234-7cb1-b813-a34a99df57bc"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8b662e68df253573/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8b662e68df253573/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..cb8055e40c625779bced557e68a355545ae7dec0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8b662e68df253573/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410e-6234-7cb1-b813-a34a99df57bc"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8b662e68df253573/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8b662e68df253573/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8b662e68df253573/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_8b662e68df253573/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..37994d951ff49b457ce00dd4559e5a07e7d74299 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:13:32.695904+00:00", + "ended_at": "2026-05-19T16:13:35.604593+00:00", + "elapsed_ms": 2908.65, + "returncode": 1, + "prompt_metrics": { + "chars": 68909, + "bytes_utf8": 68909, + "lines": 2150, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..dd02d3fdb2024eefe06e44990b43a188e62769af --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:13:36.608016+00:00", + "ended_at": "2026-05-19T16:13:40.007345+00:00", + "elapsed_ms": 3399.28, + "returncode": 1, + "prompt_metrics": { + "chars": 68909, + "bytes_utf8": 68909, + "lines": 2150, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..225570ed17eb86184a963f003056b9da2dd45c4b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=aj_000, measure_col=ay_004.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "aj_000", + "measure_col": "ay_004", + "item_col": "au_000", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10492.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..225570ed17eb86184a963f003056b9da2dd45c4b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=aj_000, measure_col=ay_004.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "aj_000", + "measure_col": "ay_004", + "item_col": "au_000", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10492.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..01089ac5f4fefdeb2f9a82f802c1a4c8ae579c58 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-8f94-7a23-91c9-690973ddf5f2"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0f3ce4fe4f49686084b2cfa13ac1c228df7a334d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-8f94-7a23-91c9-690973ddf5f2"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..188d0579ceed7ed85299dd4fd13898cc74a8605e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-9ef5-7851-a81d-3f2fcf127aa2"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..2de54c9334953ff9a616a7662c0e617411675ada --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-9ef5-7851-a81d-3f2fcf127aa2"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7bf89c69e6f159edf191e76ae8d37658bd31a05e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:32:11.314514+00:00", + "ended_at": "2026-05-19T16:32:15.026785+00:00", + "elapsed_ms": 3712.22, + "returncode": 1, + "prompt_metrics": { + "chars": 68589, + "bytes_utf8": 68589, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..cc2a2a4acd3ca784bf3cf22ad97f966f4e68844d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:32:16.030601+00:00", + "ended_at": "2026-05-19T16:32:19.698849+00:00", + "elapsed_ms": 3668.19, + "returncode": 1, + "prompt_metrics": { + "chars": 68589, + "bytes_utf8": 68589, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..87cb13fb8223ed041360b5c0604a224d6b512b75 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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+ "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "co_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cr_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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+ "notnull": false, + "pk": false + }, + { + "name": "da_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "db_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "de_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "df_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "di_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dl_000", + "type": "TEXT", + "notnull": false, + "pk": 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"ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=cg_000, measure_col=dv_000.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "cg_000", + "measure_col": "dv_000", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 873113.36, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..87cb13fb8223ed041360b5c0604a224d6b512b75 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=cg_000, measure_col=dv_000.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "cg_000", + "measure_col": "dv_000", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 873113.36, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e4856e1c8cedada00d1bd3099487d29743511794 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4114-a1a9-72f3-b774-9b8150721fe4"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2e1800fbbedd84fd1d535f8564783b437fa3a726 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4114-a1a9-72f3-b774-9b8150721fe4"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..027127083974459e18b3eb915d7c9de482a84f92 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4114-b404-75b2-bbb4-f9404c768327"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..b6cd647390fa3b67135f0ab11d87a7c014eb1e5a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4114-b404-75b2-bbb4-f9404c768327"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a351a3e996ba8a3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a351a3e996ba8a3/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5cbbb146f5be1307c7867593d2909f1fd0f941fd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a351a3e996ba8a3/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:19:23.774515+00:00", + "ended_at": "2026-05-19T16:19:28.588292+00:00", + "elapsed_ms": 4813.75, + "returncode": 1, + "prompt_metrics": { + "chars": 69059, + "bytes_utf8": 69059, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a351a3e996ba8a3/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a351a3e996ba8a3/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..cc36f5634f925f359b2d5451d575d4b6c538ca14 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a351a3e996ba8a3/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:19:29.593480+00:00", + "ended_at": "2026-05-19T16:19:33.008249+00:00", + "elapsed_ms": 3414.73, + "returncode": 1, + "prompt_metrics": { + "chars": 69059, + "bytes_utf8": 69059, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a351a3e996ba8a3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a351a3e996ba8a3/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..968ef216c9db027b909ca4aca123eb7e0966bf23 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a351a3e996ba8a3/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"bt_000": "12.69", + "bu_000": "21614", + "bv_000": "21614", + "bx_000": "21772", + "by_000": "32", + "bz_000": "50", + "ca_000": "1994", + "cb_000": "21400", + "cc_000": "7710", + "cd_000": "1209600", + "ce_000": "302", + "cf_000": "2", + "cg_000": "6", + "ch_000": "0", + "ci_000": "2135.04", + "cj_000": "0", + "ck_000": "4525.44", + "cl_000": "2", + "cm_000": "16", + "cn_000": "0", + "cn_001": "52", + "cn_002": "2544", + "cn_003": "1894", + "cn_004": "2170", + "cn_005": "822", + "cn_006": "152", + "cn_007": "0", + "cn_008": "0", + "cn_009": "0", + "co_000": "2", + "cp_000": "2", + "cq_000": "21614", + "cr_000": "0", + "cs_000": "1032", + "cs_001": "6", + "cs_002": "24", + "cs_003": "656", + "cs_004": "692", + "cs_005": "4836", + "cs_006": "388", + "cs_007": "0", + "cs_008": "0", + "cs_009": "0", + "ct_000": "138", + "cu_000": "8", + "cv_000": "1666", + "cx_000": "72", + "cy_000": "0", + "cz_000": "12", + "da_000": "0", + "db_000": "0", + "dc_000": "2578", + "dd_000": "76", + "de_000": "62", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "232", + "do_000": "0", + "dp_000": "0", + "dq_000": "2014", + "dr_000": "370", + "ds_000": "48", + "dt_000": "18", + "du_000": "15740", + "dv_000": "1822", + "dx_000": "20174", + "dy_000": "44", + "dz_000": "0", + "ea_000": "0", + "eb_000": "0", + "ec_00": "1.08", + "ed_000": "54", + "ee_000": "5670", + "ee_001": "1566", + "ee_002": "240", + "ee_003": "46", + "ee_004": "58", + "ee_005": "44", + "ee_006": "10", + "ee_007": "0", + "ee_008": "0", + "ee_009": "0", + "ef_000": "4", + "eg_000": "32" + }, + { + "class": "neg", + "aa_000": "60874", + "ab_000": "", + "ac_000": "1368", + "ad_000": "458", + "ae_000": "0", + "af_000": "0", + "ag_000": "0", + "ag_001": "0", + "ag_002": "0", + "ag_003": "0", + "ag_004": "43752", + "ag_005": "1966618", + "ag_006": "1800340", + "ag_007": "131646", + "ag_008": "4588", + "ag_009": "0", + "ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=class, measure_col=bu_000.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "class", + "measure_col": "bu_000", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 2992391.44, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a351a3e996ba8a3/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a351a3e996ba8a3/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..968ef216c9db027b909ca4aca123eb7e0966bf23 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a351a3e996ba8a3/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=class, measure_col=bu_000.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "class", + "measure_col": "bu_000", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 2992391.44, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a351a3e996ba8a3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a351a3e996ba8a3/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4b83e679ab788a227013aa635e1caef4ac53187f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a351a3e996ba8a3/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-eb16-7993-832a-1450bd6948e8"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. 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Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a351a3e996ba8a3/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a351a3e996ba8a3/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a529db72396220719e5e9804fd62b3b3220f7285 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a351a3e996ba8a3/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4109-01c6-7543-89a9-73e436b1aa8b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a351a3e996ba8a3/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a351a3e996ba8a3/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..aa0a484f9aae8e81b17e341084ccb4bd56cfba54 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a351a3e996ba8a3/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4109-01c6-7543-89a9-73e436b1aa8b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a351a3e996ba8a3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a351a3e996ba8a3/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a351a3e996ba8a3/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a351a3e996ba8a3/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2411b118bbc8373a8d00daff6e155c76e95f0315 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:26:25.879231+00:00", + "ended_at": "2026-05-19T16:26:29.146860+00:00", + "elapsed_ms": 3267.57, + "returncode": 1, + "prompt_metrics": { + "chars": 68736, + "bytes_utf8": 68736, + "lines": 2151, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..955862c039d0789a34aa5e1ab7fa18859fd97af6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:26:30.151272+00:00", + "ended_at": "2026-05-19T16:26:33.735939+00:00", + "elapsed_ms": 3584.6, + "returncode": 1, + "prompt_metrics": { + "chars": 68736, + "bytes_utf8": 68736, + "lines": 2151, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7f59b04e49409c0bac7dcc24433b68efbe29c837 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=ab_000, condition_col=ch_000.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "ab_000", + "condition_col": "ch_000", + "condition_value": "0", + "positive_value": "0", + "negative_value": "2", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5644.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..7f59b04e49409c0bac7dcc24433b68efbe29c837 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=ab_000, condition_col=ch_000.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "ab_000", + "condition_col": "ch_000", + "condition_value": "0", + "positive_value": "0", + "negative_value": "2", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5644.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..894c813c49a27d7af59e0ebdbafb6ce82517532a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-5c65-7882-9562-c81a3d55b2d3"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..be3d61b8cd439e1e20138d9124ee2e84b7068e9a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-5c65-7882-9562-c81a3d55b2d3"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c3eb81f7c16449e94f64753d848be50564584924 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-6d11-77a2-9ecd-eaf3d6d1bf49"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..9b5fc00956b03685128d0ab1412ea9c15fc87eba --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-6d11-77a2-9ecd-eaf3d6d1bf49"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f0645ca76df9fe4/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f0645ca76df9fe4/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5a1c4ff1b2ae8c180aa5687604d2019ef080f006 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f0645ca76df9fe4/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:22:36.263696+00:00", + "ended_at": "2026-05-19T16:22:39.835698+00:00", + "elapsed_ms": 3571.96, + "returncode": 1, + "prompt_metrics": { + "chars": 69060, + "bytes_utf8": 69060, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f0645ca76df9fe4/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f0645ca76df9fe4/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..084d8ef3457d06225e87dd87bfc8d602894ecadb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f0645ca76df9fe4/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:22:40.839322+00:00", + "ended_at": "2026-05-19T16:22:44.370560+00:00", + "elapsed_ms": 3531.18, + "returncode": 1, + "prompt_metrics": { + "chars": 69060, + "bytes_utf8": 69060, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f0645ca76df9fe4/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f0645ca76df9fe4/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5290e6ec536f9414b8f0339a18e6e2bc05b9b20e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f0645ca76df9fe4/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=ay_003, measure_col=cd_000.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "ay_003", + "measure_col": "cd_000", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1209600.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f0645ca76df9fe4/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f0645ca76df9fe4/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..5290e6ec536f9414b8f0339a18e6e2bc05b9b20e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f0645ca76df9fe4/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=ay_003, measure_col=cd_000.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "ay_003", + "measure_col": "cd_000", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1209600.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f0645ca76df9fe4/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f0645ca76df9fe4/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4bd2d88d57fb451ac5c71d48e8d347b4b99bc683 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f0645ca76df9fe4/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-db5e-7513-9852-eb13af25c547"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f0645ca76df9fe4/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f0645ca76df9fe4/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..54bab8956ec6226bfa4077ecf81f54fdc7483658 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f0645ca76df9fe4/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-db5e-7513-9852-eb13af25c547"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f0645ca76df9fe4/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f0645ca76df9fe4/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..61f8fe9eafceb76ef4ca2299a1cab0855ff2f226 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f0645ca76df9fe4/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-ed41-7010-90ba-c710f510afbf"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f0645ca76df9fe4/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f0645ca76df9fe4/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..bd577beae8b16fa71d27d9060a4e517e318541a6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f0645ca76df9fe4/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-ed41-7010-90ba-c710f510afbf"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f0645ca76df9fe4/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f0645ca76df9fe4/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f0645ca76df9fe4/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f0645ca76df9fe4/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f1aac2d85b0edba016e9b7e1953eec39b9c59bc3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:12:14.421560+00:00", + "ended_at": "2026-05-19T16:12:17.767884+00:00", + "elapsed_ms": 3346.29, + "returncode": 1, + "prompt_metrics": { + "chars": 68416, + "bytes_utf8": 68416, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..dc35b46e4f1c752c41acd268e186bb9236bc5649 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:12:18.772967+00:00", + "ended_at": "2026-05-19T16:12:22.014726+00:00", + "elapsed_ms": 3241.71, + "returncode": 1, + "prompt_metrics": { + "chars": 68416, + "bytes_utf8": 68416, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fb712fe3442c0c51390fd092de8c08fb740ea891 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=db_000.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "db_000", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2398938.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..fb712fe3442c0c51390fd092de8c08fb740ea891 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=db_000.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "db_000", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2398938.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..378b28eff129aca9c1a04ecb4cc414318321f3f9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-5dea-7902-8e9a-ab8ec177cbdf"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..996140392d19b44344ef3a22af2e72ba1804e61d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-5dea-7902-8e9a-ab8ec177cbdf"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..23063d50cb22ac13d36e513953272279dd0c882a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-6ecd-7962-abb0-ab1babeb2721"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..ed292391d0a5e05a38e54f4533db98b3a8a89001 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-6ecd-7962-abb0-ab1babeb2721"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b54979771af736808f1677096ba06e7a480ec5b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:12:06.909169+00:00", + "ended_at": "2026-05-19T16:12:09.817235+00:00", + "elapsed_ms": 2908.03, + "returncode": 1, + "prompt_metrics": { + "chars": 68414, + "bytes_utf8": 68414, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..604c708a20f11eac9b8958d366164c5035f8d25f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:12:10.820859+00:00", + "ended_at": "2026-05-19T16:12:14.383907+00:00", + "elapsed_ms": 3562.99, + "returncode": 1, + "prompt_metrics": { + "chars": 68414, + "bytes_utf8": 68414, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..35831909f389e80f80ad5595cd02404296f4ea0f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=cy_000.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "cy_000", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8558.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..35831909f389e80f80ad5595cd02404296f4ea0f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=cy_000.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "cy_000", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8558.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..daadfcd1be98bc323f3c79d6edf28bc0f4a6a226 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-4099-72f1-8b1e-7e511dce348f"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f3f591b20443757c31a1bc2e7106701c5cb62eba --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-4099-72f1-8b1e-7e511dce348f"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..76a916e6480c168b9c639c6a62e6484b355e247e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-4fbb-7492-9cbd-1d90b49b55eb"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..ac9a59e3ba3fc8aba496bd4e921b5106641996e4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-4fbb-7492-9cbd-1d90b49b55eb"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a2e9f2bb3cfac33b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a2e9f2bb3cfac33b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1caded79c40a129078488d8c25ee45a7163cff32 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a2e9f2bb3cfac33b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:22:23.034929+00:00", + "ended_at": "2026-05-19T16:22:26.959594+00:00", + "elapsed_ms": 3924.6, + "returncode": 1, + "prompt_metrics": { + "chars": 69057, + "bytes_utf8": 69057, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a2e9f2bb3cfac33b/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a2e9f2bb3cfac33b/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..015ab5f7592f7cce0e989ed2e739cc436914b5e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a2e9f2bb3cfac33b/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:22:27.963638+00:00", + "ended_at": "2026-05-19T16:22:36.221444+00:00", + "elapsed_ms": 8257.75, + "returncode": 1, + "prompt_metrics": { + "chars": 69057, + "bytes_utf8": 69057, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a2e9f2bb3cfac33b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a2e9f2bb3cfac33b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2676eaf766da4e544f36837d043d0fd5b380ef87 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a2e9f2bb3cfac33b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=ay_003, measure_col=cd_000.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "ay_003", + "measure_col": "cd_000", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1209600.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a2e9f2bb3cfac33b/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a2e9f2bb3cfac33b/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..2676eaf766da4e544f36837d043d0fd5b380ef87 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a2e9f2bb3cfac33b/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=ay_003, measure_col=cd_000.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "ay_003", + "measure_col": "cd_000", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1209600.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a2e9f2bb3cfac33b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a2e9f2bb3cfac33b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5b49217f7ade75e30a85dbf85d1c2d16a7ec4d13 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a2e9f2bb3cfac33b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-a7f4-7432-87b3-ee286b366a94"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a2e9f2bb3cfac33b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a2e9f2bb3cfac33b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ab50206fc5d871171de2cba231652fa1219f9279 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a2e9f2bb3cfac33b/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-a7f4-7432-87b3-ee286b366a94"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a2e9f2bb3cfac33b/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a2e9f2bb3cfac33b/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..52a308e80a7e0b7fc6e72802a1a504d75590d02e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a2e9f2bb3cfac33b/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-bad1-78d1-a341-a7bce47bffef"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a2e9f2bb3cfac33b/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a2e9f2bb3cfac33b/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..2503742e5a392c298cd4637f8108f6f62438932a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a2e9f2bb3cfac33b/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-bad1-78d1-a341-a7bce47bffef"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a2e9f2bb3cfac33b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a2e9f2bb3cfac33b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a2e9f2bb3cfac33b/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a2e9f2bb3cfac33b/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4b46658ecdac30af728c6b840f2e3999520a6b6c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:33:34.446876+00:00", + "ended_at": "2026-05-19T16:33:38.313922+00:00", + "elapsed_ms": 3867.0, + "returncode": 1, + "prompt_metrics": { + "chars": 68585, + "bytes_utf8": 68585, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..abd88630cb4500495b5f61574a55883810f6c4de --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:33:39.320063+00:00", + "ended_at": "2026-05-19T16:33:42.629441+00:00", + "elapsed_ms": 3309.31, + "returncode": 1, + "prompt_metrics": { + "chars": 68585, + "bytes_utf8": 68585, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ab85ad0a405b6b2b12965e7b0eae1ab3dd673de4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=cy_000, measure_col=ed_000.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "cy_000", + "measure_col": "ed_000", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 530.64, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..ab85ad0a405b6b2b12965e7b0eae1ab3dd673de4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "co_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cr_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ct_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cy_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "da_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "db_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "de_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "df_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "di_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dl_000", + "type": "TEXT", + "notnull": false, + "pk": 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"ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=cy_000, measure_col=ed_000.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "cy_000", + "measure_col": "ed_000", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 530.64, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..432c440a72baf62d27b2fea1d90894090f3107b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4115-e682-7251-85fe-01d2e2e70006"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6adcc3c93953d17cad91dccf675d456091f7be48 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4115-e682-7251-85fe-01d2e2e70006"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e0ade9092ba00a2c1aaaf17f0239b97c363751b2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4115-f970-7593-ba10-96454ed97617"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..001966e6373116afec2fa28e0ff56181b09b8822 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4115-f970-7593-ba10-96454ed97617"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a942a53ea8919b5c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a942a53ea8919b5c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e34bd1ee84c3c614bae9b6057e0dca4447dcb57c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a942a53ea8919b5c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:22:59.955328+00:00", + "ended_at": "2026-05-19T16:23:03.712570+00:00", + "elapsed_ms": 3757.19, + "returncode": 1, + "prompt_metrics": { + "chars": 68683, + "bytes_utf8": 68683, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a942a53ea8919b5c/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a942a53ea8919b5c/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0cb8e9840db97ec67bf4a47e277ea003f7e7a319 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a942a53ea8919b5c/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:23:04.716964+00:00", + "ended_at": "2026-05-19T16:23:08.406245+00:00", + "elapsed_ms": 3689.21, + "returncode": 1, + "prompt_metrics": { + "chars": 68683, + "bytes_utf8": 68683, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a942a53ea8919b5c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a942a53ea8919b5c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..dc241a140174b07c07b3436479ae1673ffcf06ff --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a942a53ea8919b5c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=cf_000, measure_col=ci_000.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "cf_000", + "measure_col": "ci_000", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2022616.32, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a942a53ea8919b5c/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a942a53ea8919b5c/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..dc241a140174b07c07b3436479ae1673ffcf06ff --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a942a53ea8919b5c/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"bt_000": "12.69", + "bu_000": "21614", + "bv_000": "21614", + "bx_000": "21772", + "by_000": "32", + "bz_000": "50", + "ca_000": "1994", + "cb_000": "21400", + "cc_000": "7710", + "cd_000": "1209600", + "ce_000": "302", + "cf_000": "2", + "cg_000": "6", + "ch_000": "0", + "ci_000": "2135.04", + "cj_000": "0", + "ck_000": "4525.44", + "cl_000": "2", + "cm_000": "16", + "cn_000": "0", + "cn_001": "52", + "cn_002": "2544", + "cn_003": "1894", + "cn_004": "2170", + "cn_005": "822", + "cn_006": "152", + "cn_007": "0", + "cn_008": "0", + "cn_009": "0", + "co_000": "2", + "cp_000": "2", + "cq_000": "21614", + "cr_000": "0", + "cs_000": "1032", + "cs_001": "6", + "cs_002": "24", + "cs_003": "656", + "cs_004": "692", + "cs_005": "4836", + "cs_006": "388", + "cs_007": "0", + "cs_008": "0", + "cs_009": "0", + "ct_000": "138", + "cu_000": "8", + "cv_000": "1666", + "cx_000": "72", + "cy_000": "0", + "cz_000": "12", + "da_000": "0", + "db_000": "0", + "dc_000": "2578", + "dd_000": "76", + "de_000": "62", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "232", + "do_000": "0", + "dp_000": "0", + "dq_000": "2014", + "dr_000": "370", + "ds_000": "48", + "dt_000": "18", + "du_000": "15740", + "dv_000": "1822", + "dx_000": "20174", + "dy_000": "44", + "dz_000": "0", + "ea_000": "0", + "eb_000": "0", + "ec_00": "1.08", + "ed_000": "54", + "ee_000": "5670", + "ee_001": "1566", + "ee_002": "240", + "ee_003": "46", + "ee_004": "58", + "ee_005": "44", + "ee_006": "10", + "ee_007": "0", + "ee_008": "0", + "ee_009": "0", + "ef_000": "4", + "eg_000": "32" + }, + { + "class": "neg", + "aa_000": "60874", + "ab_000": "", + "ac_000": "1368", + "ad_000": "458", + "ae_000": "0", + "af_000": "0", + "ag_000": "0", + "ag_001": "0", + "ag_002": "0", + "ag_003": "0", + "ag_004": "43752", + "ag_005": "1966618", + "ag_006": "1800340", + "ag_007": "131646", + "ag_008": "4588", + "ag_009": "0", + "ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=cf_000, measure_col=ci_000.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "cf_000", + "measure_col": "ci_000", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2022616.32, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a942a53ea8919b5c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a942a53ea8919b5c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..960c59f374a0a3dfed470c69c664e50dfb559779 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a942a53ea8919b5c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-37f8-7123-bc8c-a849be95b021"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a942a53ea8919b5c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a942a53ea8919b5c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c507caab643f9046af7c9899705fa115ceccd107 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a942a53ea8919b5c/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-37f8-7123-bc8c-a849be95b021"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a942a53ea8919b5c/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a942a53ea8919b5c/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..48b983f2de534ea28392f638c77af163b3592a06 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a942a53ea8919b5c/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-4a84-7f50-b7c3-2b4e22165f82"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a942a53ea8919b5c/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a942a53ea8919b5c/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..9172895e0a52d8cf64f90c2bb2232d973b7f5207 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a942a53ea8919b5c/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-4a84-7f50-b7c3-2b4e22165f82"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a942a53ea8919b5c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a942a53ea8919b5c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a942a53ea8919b5c/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_a942a53ea8919b5c/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aa1475a2f37be611/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aa1475a2f37be611/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a372bcd10ec8622ac4752fe55c4c500131f11d0a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aa1475a2f37be611/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:25:25.374914+00:00", + "ended_at": "2026-05-19T16:25:29.011966+00:00", + "elapsed_ms": 3637.0, + "returncode": 1, + "prompt_metrics": { + "chars": 68683, + "bytes_utf8": 68683, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aa1475a2f37be611/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aa1475a2f37be611/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0d492d837e5f7f0ba02e614d1b712d8b650bc6e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aa1475a2f37be611/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:25:30.016099+00:00", + "ended_at": "2026-05-19T16:25:33.347584+00:00", + "elapsed_ms": 3331.43, + "returncode": 1, + "prompt_metrics": { + "chars": 68683, + "bytes_utf8": 68683, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aa1475a2f37be611/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aa1475a2f37be611/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..16afa12175113acc25e3f3d9dbe438ad9639572c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aa1475a2f37be611/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=db_000, measure_col=cn_002.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "db_000", + "measure_col": "cn_002", + "top_k": 16, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 12392.72, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aa1475a2f37be611/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aa1475a2f37be611/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..16afa12175113acc25e3f3d9dbe438ad9639572c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aa1475a2f37be611/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", 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"2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=db_000, measure_col=cn_002.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "db_000", + "measure_col": "cn_002", + "top_k": 16, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 12392.72, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aa1475a2f37be611/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aa1475a2f37be611/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..10b2b91bf7141385440a43e646d7210ecb308570 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aa1475a2f37be611/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410e-6ff8-7ad3-bde2-7ce76fa326cd"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aa1475a2f37be611/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aa1475a2f37be611/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4c9b248c961b07ff5e4c1e15efb1a8cb28dfa6d5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aa1475a2f37be611/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410e-6ff8-7ad3-bde2-7ce76fa326cd"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aa1475a2f37be611/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aa1475a2f37be611/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7bbada7d52f86f5740cf37a9cc663cf48577f713 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aa1475a2f37be611/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410e-8223-78b2-883d-e1576b2507a0"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aa1475a2f37be611/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aa1475a2f37be611/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..daaf0e7538c08f9cbf93665f226bf7b5e4e7ac39 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aa1475a2f37be611/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410e-8223-78b2-883d-e1576b2507a0"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aa1475a2f37be611/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aa1475a2f37be611/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aa1475a2f37be611/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aa1475a2f37be611/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..881de83b0c46362d9b1a51bae7672a6b0b6b3a56 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:13:40.034489+00:00", + "ended_at": "2026-05-19T16:13:43.025290+00:00", + "elapsed_ms": 2990.77, + "returncode": 1, + "prompt_metrics": { + "chars": 68906, + "bytes_utf8": 68906, + "lines": 2150, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..dbc1f7d434142d465d8929a0da13c3d19f84b11b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:13:44.030551+00:00", + "ended_at": "2026-05-19T16:13:47.067929+00:00", + "elapsed_ms": 3037.34, + "returncode": 1, + "prompt_metrics": { + "chars": 68906, + "bytes_utf8": 68906, + "lines": 2150, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5f5bd0745c4834d501327498e66c0c61b0a49c34 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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+ "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "co_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cr_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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+ "notnull": false, + "pk": false + }, + { + "name": "da_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "db_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "de_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "df_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "di_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dl_000", + "type": "TEXT", + "notnull": false, + "pk": 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"ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=aj_000, measure_col=ay_004.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "aj_000", + "measure_col": "ay_004", + "item_col": "au_000", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 9916.72, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..5f5bd0745c4834d501327498e66c0c61b0a49c34 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=aj_000, measure_col=ay_004.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "aj_000", + "measure_col": "ay_004", + "item_col": "au_000", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 9916.72, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7132288bf137c4fa594c14b25ced827d2138001f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-ac41-7872-a36a-245f0f4c236f"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..491e1b7ad5c83edb16b63221e73b058b5bd2216b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-ac41-7872-a36a-245f0f4c236f"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b87965e31534768842d0a739448f468a699fb179 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-bbe9-7863-b3b8-9daa49b1051b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..bb5020442c8b2fb9e01ff700e808fa207c862af1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-bbe9-7863-b3b8-9daa49b1051b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8d58bac9d5cc0fc079186ff5ce052f15597e73a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:27:23.796786+00:00", + "ended_at": "2026-05-19T16:27:27.536620+00:00", + "elapsed_ms": 3739.79, + "returncode": 1, + "prompt_metrics": { + "chars": 68750, + "bytes_utf8": 68750, + "lines": 2151, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b3aefea3bffaed6405762f9a3e2f3dc152e656f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:27:28.540767+00:00", + "ended_at": "2026-05-19T16:27:32.066260+00:00", + "elapsed_ms": 3525.44, + "returncode": 1, + "prompt_metrics": { + "chars": 68750, + "bytes_utf8": 68750, + "lines": 2151, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..066f5301eba40d3876838dc9020cfda19b2eb5e6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"bt_000": "12.69", + "bu_000": "21614", + "bv_000": "21614", + "bx_000": "21772", + "by_000": "32", + "bz_000": "50", + "ca_000": "1994", + "cb_000": "21400", + "cc_000": "7710", + "cd_000": "1209600", + "ce_000": "302", + "cf_000": "2", + "cg_000": "6", + "ch_000": "0", + "ci_000": "2135.04", + "cj_000": "0", + "ck_000": "4525.44", + "cl_000": "2", + "cm_000": "16", + "cn_000": "0", + "cn_001": "52", + "cn_002": "2544", + "cn_003": "1894", + "cn_004": "2170", + "cn_005": "822", + "cn_006": "152", + "cn_007": "0", + "cn_008": "0", + "cn_009": "0", + "co_000": "2", + "cp_000": "2", + "cq_000": "21614", + "cr_000": "0", + "cs_000": "1032", + "cs_001": "6", + "cs_002": "24", + "cs_003": "656", + "cs_004": "692", + "cs_005": "4836", + "cs_006": "388", + "cs_007": "0", + "cs_008": "0", + "cs_009": "0", + "ct_000": "138", + "cu_000": "8", + "cv_000": "1666", + "cx_000": "72", + "cy_000": "0", + "cz_000": "12", + "da_000": "0", + "db_000": "0", + "dc_000": "2578", + "dd_000": "76", + "de_000": "62", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "232", + "do_000": "0", + "dp_000": "0", + "dq_000": "2014", + "dr_000": "370", + "ds_000": "48", + "dt_000": "18", + "du_000": "15740", + "dv_000": "1822", + "dx_000": "20174", + "dy_000": "44", + "dz_000": "0", + "ea_000": "0", + "eb_000": "0", + "ec_00": "1.08", + "ed_000": "54", + "ee_000": "5670", + "ee_001": "1566", + "ee_002": "240", + "ee_003": "46", + "ee_004": "58", + "ee_005": "44", + "ee_006": "10", + "ee_007": "0", + "ee_008": "0", + "ee_009": "0", + "ef_000": "4", + "eg_000": "32" + }, + { + "class": "neg", + "aa_000": "60874", + "ab_000": "", + "ac_000": "1368", + "ad_000": "458", + "ae_000": "0", + "af_000": "0", + "ag_000": "0", + "ag_001": "0", + "ag_002": "0", + "ag_003": "0", + "ag_004": "43752", + "ag_005": "1966618", + "ag_006": "1800340", + "ag_007": "131646", + "ag_008": "4588", + "ag_009": "0", + "ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=aj_000, condition_col=class.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "aj_000", + "condition_col": "class", + "condition_value": "pos", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 230.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..066f5301eba40d3876838dc9020cfda19b2eb5e6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=aj_000, condition_col=class.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "aj_000", + "condition_col": "class", + "condition_value": "pos", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 230.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ab9e9746064ef86d90bbd6d145a3880e5b2ebd39 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4110-3e94-76f3-8cee-45139ec7ea9f"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. 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Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..314cab70dc20810570139a6b3f3b4b28e974f98b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4110-5125-7ae1-83a2-0aba69ec79f4"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..83ca1be2d1469bf19eae2951523fccb53358345a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4110-5125-7ae1-83a2-0aba69ec79f4"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..24eef4b5f76c468fafb5bb2cfccb3c63e57efaa3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:15:58.887465+00:00", + "ended_at": "2026-05-19T16:16:04.866182+00:00", + "elapsed_ms": 5978.68, + "returncode": 1, + "prompt_metrics": { + "chars": 69305, + "bytes_utf8": 69305, + "lines": 2151, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..93e223a7f781bd83c2f97d94866bd2a3ab6f9485 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:16:05.872412+00:00", + "ended_at": "2026-05-19T16:16:08.967314+00:00", + "elapsed_ms": 3094.85, + "returncode": 1, + "prompt_metrics": { + "chars": 69305, + "bytes_utf8": 69305, + "lines": 2151, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a4b3f5f10f0d8a8376d1b4b1e8391304f2275965 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"bt_000": "12.69", + "bu_000": "21614", + "bv_000": "21614", + "bx_000": "21772", + "by_000": "32", + "bz_000": "50", + "ca_000": "1994", + "cb_000": "21400", + "cc_000": "7710", + "cd_000": "1209600", + "ce_000": "302", + "cf_000": "2", + "cg_000": "6", + "ch_000": "0", + "ci_000": "2135.04", + "cj_000": "0", + "ck_000": "4525.44", + "cl_000": "2", + "cm_000": "16", + "cn_000": "0", + "cn_001": "52", + "cn_002": "2544", + "cn_003": "1894", + "cn_004": "2170", + "cn_005": "822", + "cn_006": "152", + "cn_007": "0", + "cn_008": "0", + "cn_009": "0", + "co_000": "2", + "cp_000": "2", + "cq_000": "21614", + "cr_000": "0", + "cs_000": "1032", + "cs_001": "6", + "cs_002": "24", + "cs_003": "656", + "cs_004": "692", + "cs_005": "4836", + "cs_006": "388", + "cs_007": "0", + "cs_008": "0", + "cs_009": "0", + "ct_000": "138", + "cu_000": "8", + "cv_000": "1666", + "cx_000": "72", + "cy_000": "0", + "cz_000": "12", + "da_000": "0", + "db_000": "0", + "dc_000": "2578", + "dd_000": "76", + 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"ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=cs_009, condition_col=ch_000.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "cs_009", + "condition_col": "ch_000", + "condition_value": "0", + "positive_value": "0", + "negative_value": "2", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2998.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..a4b3f5f10f0d8a8376d1b4b1e8391304f2275965 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=cs_009, condition_col=ch_000.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "cs_009", + "condition_col": "ch_000", + "condition_value": "0", + "positive_value": "0", + "negative_value": "2", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2998.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8c72a4f15001bd7a9ff6e72763552ac045e76c31 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-cac7-7bb1-a2aa-452843a75a8a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e825af58833853fe90989c1cbf56da5dd758fc2e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-cac7-7bb1-a2aa-452843a75a8a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e8633dcd19d8caf39d30892f1b7b0da824dc0c2f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-e67e-78b3-b5f8-024aeaafcccb"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..ed4dfd84d83e1daf4a912018dfe2c97bec184955 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-e67e-78b3-b5f8-024aeaafcccb"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..13f9a2f3786ac8f7393cd8aff7c7b14d4bf04386 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:14:12.882640+00:00", + "ended_at": "2026-05-19T16:14:15.710757+00:00", + "elapsed_ms": 2828.08, + "returncode": 1, + "prompt_metrics": { + "chars": 68908, + "bytes_utf8": 68908, + "lines": 2150, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9c0a08cfb2365c5d02180a21668f998bbe2a87e5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:14:16.713606+00:00", + "ended_at": "2026-05-19T16:14:20.022219+00:00", + "elapsed_ms": 3308.58, + "returncode": 1, + "prompt_metrics": { + "chars": 68908, + "bytes_utf8": 68908, + "lines": 2150, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1d812f4f4b1b52c1ce6f622542d657d0561f2802 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=as_000, measure_col=ay_006.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "as_000", + "measure_col": "ay_006", + "item_col": "ax_000", + "top_k": 15, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 761790.24, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..1d812f4f4b1b52c1ce6f622542d657d0561f2802 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=as_000, measure_col=ay_006.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "as_000", + "measure_col": "ay_006", + "item_col": "ax_000", + "top_k": 15, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 761790.24, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..bd0d03bd9e4b32eda76faa88dcc8e61da95ddc8d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-2c94-76f2-a912-e9ab85374712"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..eb3f62c95862ccd9da9fb66d07079b4a3d5153af --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-2c94-76f2-a912-e9ab85374712"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c1b2a28d6d1cd504fff43393794d5c34898b11e5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-3b9b-72c3-be80-3cbd3239f254"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..6594e974167b3736144509e647242f0e2420ae2a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-3b9b-72c3-be80-3cbd3239f254"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b3cd75e1e6083834/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b3cd75e1e6083834/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..15cae95d8a21d51e4feb272f525a1b899d28d8ff --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b3cd75e1e6083834/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:29:58.337033+00:00", + "ended_at": "2026-05-19T16:30:01.801397+00:00", + "elapsed_ms": 3464.32, + "returncode": 1, + "prompt_metrics": { + "chars": 68494, + "bytes_utf8": 68494, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b3cd75e1e6083834/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b3cd75e1e6083834/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..dd96f32a45cc48f892805a9e82a46f1458702613 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b3cd75e1e6083834/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:30:02.807394+00:00", + "ended_at": "2026-05-19T16:30:06.142572+00:00", + "elapsed_ms": 3335.11, + "returncode": 1, + "prompt_metrics": { + "chars": 68494, + "bytes_utf8": 68494, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b3cd75e1e6083834/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b3cd75e1e6083834/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8ba5d9cc24ff77787389cf589f839ee66a371f47 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b3cd75e1e6083834/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role rare_extreme_view. Focus on group_col=ab_000.", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "ab_000", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 270.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b3cd75e1e6083834/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b3cd75e1e6083834/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..8ba5d9cc24ff77787389cf589f839ee66a371f47 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b3cd75e1e6083834/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role rare_extreme_view. Focus on group_col=ab_000.", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "ab_000", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 270.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b3cd75e1e6083834/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b3cd75e1e6083834/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..fa2703c235934f288fdea27bb920c89e008b0ea2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b3cd75e1e6083834/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-9a27-7b11-b031-01dfb9f2e210"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b3cd75e1e6083834/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b3cd75e1e6083834/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c5765a6797b8621a5991c92916140a2c08fb1d94 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b3cd75e1e6083834/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-9a27-7b11-b031-01dfb9f2e210"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b3cd75e1e6083834/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b3cd75e1e6083834/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..91ab00125b1fdc62463158e79aa32aee8d69ea85 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b3cd75e1e6083834/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-abb2-7ab0-b15d-4b79f4492b7b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b3cd75e1e6083834/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b3cd75e1e6083834/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..2b5dddc16d17df8bbc84b835c974c56ab549192e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b3cd75e1e6083834/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-abb2-7ab0-b15d-4b79f4492b7b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b3cd75e1e6083834/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b3cd75e1e6083834/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b3cd75e1e6083834/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b3cd75e1e6083834/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3850228a7372d843dfdab4f28ad8a6db5fd5f61c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:13:15.613219+00:00", + "ended_at": "2026-05-19T16:13:19.124877+00:00", + "elapsed_ms": 3511.63, + "returncode": 1, + "prompt_metrics": { + "chars": 68903, + "bytes_utf8": 68903, + "lines": 2150, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..61fe38e5cf6d15fea3e9276c8d3f4b15f6e4db1b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:13:20.127688+00:00", + "ended_at": "2026-05-19T16:13:24.148156+00:00", + "elapsed_ms": 4020.43, + "returncode": 1, + "prompt_metrics": { + "chars": 68903, + "bytes_utf8": 68903, + "lines": 2150, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fa1c92dbaa0fe78056809c7a533b198730b0897d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=af_000, measure_col=ay_003.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "af_000", + "measure_col": "ay_003", + "item_col": "at_000", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7764.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..fa1c92dbaa0fe78056809c7a533b198730b0897d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"cs_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ct_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cy_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cz_000", + "type": "TEXT", 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"ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=af_000, measure_col=ay_003.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "af_000", + "measure_col": "ay_003", + "item_col": "at_000", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7764.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..54dbeb763b187e6e4c70525e1fa57a1fd4b8bbea --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-4cd3-7aa3-9212-faf1e246f195"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3537c3898fba6b5e66968baf0f7415e2df6a1c1f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-4cd3-7aa3-9212-faf1e246f195"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b6c2834eed3245e942091e847b08c158d3285035 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-5e9d-7d00-b15d-9e9b16a07a24"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..985d654d5223eefe13b62f2965f517fbc09abf93 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-5e9d-7d00-b15d-9e9b16a07a24"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4ff2b73e668b66f2535da867ab2795696f053547 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:15:05.224658+00:00", + "ended_at": "2026-05-19T16:15:08.138160+00:00", + "elapsed_ms": 2913.47, + "returncode": 1, + "prompt_metrics": { + "chars": 68907, + "bytes_utf8": 68907, + "lines": 2150, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..83fcb818b709e268548b3a3e0d0029705e124198 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:15:09.143041+00:00", + "ended_at": "2026-05-19T16:15:11.918007+00:00", + "elapsed_ms": 2774.91, + "returncode": 1, + "prompt_metrics": { + "chars": 68907, + "bytes_utf8": 68907, + "lines": 2150, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3f31a070e7e8f35d83a273dd60a92a56e693a883 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=bf_000, measure_col=az_001.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "bf_000", + "measure_col": "az_001", + "item_col": "ay_003", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 890.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..3f31a070e7e8f35d83a273dd60a92a56e693a883 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"bt_000": "12.69", + "bu_000": "21614", + "bv_000": "21614", + "bx_000": "21772", + "by_000": "32", + "bz_000": "50", + "ca_000": "1994", + "cb_000": "21400", + "cc_000": "7710", + "cd_000": "1209600", + "ce_000": "302", + "cf_000": "2", + "cg_000": "6", + "ch_000": "0", + "ci_000": "2135.04", + "cj_000": "0", + "ck_000": "4525.44", + "cl_000": "2", + "cm_000": "16", + "cn_000": "0", + "cn_001": "52", + "cn_002": "2544", + "cn_003": "1894", + "cn_004": "2170", + "cn_005": "822", + "cn_006": "152", + "cn_007": "0", + "cn_008": "0", + "cn_009": "0", + "co_000": "2", + "cp_000": "2", + "cq_000": "21614", + "cr_000": "0", + "cs_000": "1032", + "cs_001": "6", + "cs_002": "24", + "cs_003": "656", + "cs_004": "692", + "cs_005": "4836", + "cs_006": "388", + "cs_007": "0", + "cs_008": "0", + "cs_009": "0", + "ct_000": "138", + "cu_000": "8", + "cv_000": "1666", + "cx_000": "72", + "cy_000": "0", + "cz_000": "12", + "da_000": "0", + "db_000": "0", + "dc_000": "2578", + "dd_000": "76", + 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"ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=bf_000, measure_col=az_001.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "bf_000", + "measure_col": "az_001", + "item_col": "ay_003", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 890.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c1d0153e0f3371087ebfd17659e50217d89f71d2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-f923-7a22-9b5d-3f31fcd9ea58"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4b27913eed7a14384a497f2c4ead61a862edf643 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-f923-7a22-9b5d-3f31fcd9ea58"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..27f50acfecea83957deb0a5de2ea0317f608753e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-0864-72d3-87cf-62239b784335"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..8a70e67eddb3226df9cc22abba65d6a69ab692a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-0864-72d3-87cf-62239b784335"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_bdca6cba02add279/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_bdca6cba02add279/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3b7fa5cd77558e039df9d5ebabe17d918930bedd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_bdca6cba02add279/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:30:06.190755+00:00", + "ended_at": "2026-05-19T16:30:09.942901+00:00", + "elapsed_ms": 3752.1, + "returncode": 1, + "prompt_metrics": { + "chars": 68494, + "bytes_utf8": 68494, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_bdca6cba02add279/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_bdca6cba02add279/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..767e59e143444c395dc6a83a310cee16208ca0a1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_bdca6cba02add279/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:30:10.949192+00:00", + "ended_at": "2026-05-19T16:30:14.126337+00:00", + "elapsed_ms": 3177.08, + "returncode": 1, + "prompt_metrics": { + "chars": 68494, + "bytes_utf8": 68494, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_bdca6cba02add279/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_bdca6cba02add279/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..111cc4d9325423d95dd54fdbcc04c46fbda7bcce --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_bdca6cba02add279/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role rare_extreme_view. Focus on group_col=ae_000.", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "ae_000", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 17600.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_bdca6cba02add279/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_bdca6cba02add279/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..111cc4d9325423d95dd54fdbcc04c46fbda7bcce --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_bdca6cba02add279/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role rare_extreme_view. Focus on group_col=ae_000.", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "ae_000", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 17600.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_bdca6cba02add279/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_bdca6cba02add279/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3d0bbda64bc2b570f102d3da7244c83325fbfe92 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_bdca6cba02add279/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-b8ec-7602-a915-15a71ef97386"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_bdca6cba02add279/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_bdca6cba02add279/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2397a7c4f783e4081f2df76108aa6cf174c33f36 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_bdca6cba02add279/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-b8ec-7602-a915-15a71ef97386"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_bdca6cba02add279/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_bdca6cba02add279/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b39dc36ccd0e8efb56e266928fcfd5406c5fd326 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_bdca6cba02add279/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-cb7e-7570-93fe-9ece7ad173c5"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_bdca6cba02add279/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_bdca6cba02add279/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..50c165469c4cb0685c43211d0a7b829c8d6be786 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_bdca6cba02add279/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-cb7e-7570-93fe-9ece7ad173c5"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_bdca6cba02add279/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_bdca6cba02add279/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_bdca6cba02add279/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_bdca6cba02add279/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c0e3f5e8560772fa/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c0e3f5e8560772fa/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d755e821f88bfce34c5a78c826604d480fd68a85 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c0e3f5e8560772fa/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:18:44.003767+00:00", + "ended_at": "2026-05-19T16:18:47.411687+00:00", + "elapsed_ms": 3407.89, + "returncode": 1, + "prompt_metrics": { + "chars": 68677, + "bytes_utf8": 68677, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c0e3f5e8560772fa/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c0e3f5e8560772fa/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c7899774111e89c5efe5ed971ebb7cb6652d3f56 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c0e3f5e8560772fa/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:18:48.417092+00:00", + "ended_at": "2026-05-19T16:18:51.264530+00:00", + "elapsed_ms": 2847.38, + "returncode": 1, + "prompt_metrics": { + "chars": 68677, + "bytes_utf8": 68677, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c0e3f5e8560772fa/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c0e3f5e8560772fa/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9f25d8697f8c7a9d3869669fdb314b1b8e0aac1d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c0e3f5e8560772fa/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"cs_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ct_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cy_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cz_000", + "type": "TEXT", 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"ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_quantile_tail_slice", + "template_name": "Quantile Tail Slice", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=bo_000.", + "planned_template_id": "tpl_m4_quantile_tail_slice", + "bindings": { + "measure_col": "bo_000", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 248360.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c0e3f5e8560772fa/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c0e3f5e8560772fa/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..9f25d8697f8c7a9d3869669fdb314b1b8e0aac1d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c0e3f5e8560772fa/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_quantile_tail_slice", + "template_name": "Quantile Tail Slice", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=bo_000.", + "planned_template_id": "tpl_m4_quantile_tail_slice", + "bindings": { + "measure_col": "bo_000", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 248360.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c0e3f5e8560772fa/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c0e3f5e8560772fa/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b307415b8212555fcf2887bb0dc8b531c50ea6aa --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c0e3f5e8560772fa/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-4fa5-7d81-8266-cdaa2e4ba0a1"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c0e3f5e8560772fa/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c0e3f5e8560772fa/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b875ea13244dcebbf38a3f0f2238ab8527774d74 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c0e3f5e8560772fa/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-4fa5-7d81-8266-cdaa2e4ba0a1"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c0e3f5e8560772fa/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c0e3f5e8560772fa/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..090fd12eacffafc6470a91e9eb6eda6298d50da3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c0e3f5e8560772fa/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-60e1-7ea1-9614-f3b0c70035b6"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c0e3f5e8560772fa/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c0e3f5e8560772fa/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..26c142258c44bee17c37327b19966d701564a860 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c0e3f5e8560772fa/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-60e1-7ea1-9614-f3b0c70035b6"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c0e3f5e8560772fa/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c0e3f5e8560772fa/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c0e3f5e8560772fa/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c0e3f5e8560772fa/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e1f06b1d6453b8f455af90a9836975098ce7100e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:09:12.567951+00:00", + "ended_at": "2026-05-19T16:09:20.215525+00:00", + "elapsed_ms": 7647.54, + "returncode": 1, + "prompt_metrics": { + "chars": 68497, + "bytes_utf8": 68497, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..213baeccc98a2b4ed6b85bd716f3df738d02e4bb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:09:21.219175+00:00", + "ended_at": "2026-05-19T16:09:24.675431+00:00", + "elapsed_ms": 3456.22, + "returncode": 1, + "prompt_metrics": { + "chars": 68497, + "bytes_utf8": 68497, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f9ebe572774189a371020fd0c5f7518564127cd4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"bt_000": "12.69", + "bu_000": "21614", + "bv_000": "21614", + "bx_000": "21772", + "by_000": "32", + "bz_000": "50", + "ca_000": "1994", + "cb_000": "21400", + "cc_000": "7710", + "cd_000": "1209600", + "ce_000": "302", + "cf_000": "2", + "cg_000": "6", + "ch_000": "0", + "ci_000": "2135.04", + "cj_000": "0", + "ck_000": "4525.44", + "cl_000": "2", + "cm_000": "16", + "cn_000": "0", + "cn_001": "52", + "cn_002": "2544", + "cn_003": "1894", + "cn_004": "2170", + "cn_005": "822", + "cn_006": "152", + "cn_007": "0", + "cn_008": "0", + "cn_009": "0", + "co_000": "2", + "cp_000": "2", + "cq_000": "21614", + "cr_000": "0", + "cs_000": "1032", + "cs_001": "6", + "cs_002": "24", + "cs_003": "656", + "cs_004": "692", + "cs_005": "4836", + "cs_006": "388", + "cs_007": "0", + "cs_008": "0", + "cs_009": "0", + "ct_000": "138", + "cu_000": "8", + "cv_000": "1666", + "cx_000": "72", + "cy_000": "0", + "cz_000": "12", + "da_000": "0", + "db_000": "0", + "dc_000": "2578", + "dd_000": "76", + "de_000": "62", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "232", + "do_000": "0", + "dp_000": "0", + "dq_000": "2014", + "dr_000": "370", + "ds_000": "48", + "dt_000": "18", + "du_000": "15740", + "dv_000": "1822", + "dx_000": "20174", + "dy_000": "44", + "dz_000": "0", + "ea_000": "0", + "eb_000": "0", + "ec_00": "1.08", + "ed_000": "54", + "ee_000": "5670", + "ee_001": "1566", + "ee_002": "240", + "ee_003": "46", + "ee_004": "58", + "ee_005": "44", + "ee_006": "10", + "ee_007": "0", + "ee_008": "0", + "ee_009": "0", + "ef_000": "4", + "eg_000": "32" + }, + { + "class": "neg", + "aa_000": "60874", + "ab_000": "", + "ac_000": "1368", + "ad_000": "458", + "ae_000": "0", + "af_000": "0", + "ag_000": "0", + "ag_001": "0", + "ag_002": "0", + "ag_003": "0", + "ag_004": "43752", + "ag_005": "1966618", + "ag_006": "1800340", + "ag_007": "131646", + "ag_008": "4588", + "ag_009": "0", + "ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=ab_000, measure_col=ab_000.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "ab_000", + "measure_col": "ab_000", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 18.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..f9ebe572774189a371020fd0c5f7518564127cd4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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Focus on group_col=ab_000, measure_col=ab_000.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "ab_000", + "measure_col": "ab_000", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 18.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6137b80c4a0444378b13d99a955a6037f649d33b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ff-9791-7f52-9e8a-e3f6a0f1f887"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f4339e529cb0e693ef52df381b669177618b958d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ff-9791-7f52-9e8a-e3f6a0f1f887"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..26492bc25ccf4c63d02eb530b4411a1f8070b4ad --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ff-b93a-7541-bff3-dfc383df75ec"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..9a9e01ebf58f7d6fd636a8e57fec630d623a7edf --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ff-b93a-7541-bff3-dfc383df75ec"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..91d566039110ff2674cbe967a6758066b1a78302 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:12:36.767033+00:00", + "ended_at": "2026-05-19T16:12:39.544411+00:00", + "elapsed_ms": 2777.35, + "returncode": 1, + "prompt_metrics": { + "chars": 68902, + "bytes_utf8": 68902, + "lines": 2150, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f27d19c4a59b8fe6deff0b0d93e740147ca5e2af --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:12:40.549387+00:00", + "ended_at": "2026-05-19T16:12:50.371112+00:00", + "elapsed_ms": 9821.68, + "returncode": 1, + "prompt_metrics": { + "chars": 68902, + "bytes_utf8": 68902, + "lines": 2150, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7a0cda9c9b47de60837108f79936a3aa0d5fd687 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=ab_000, measure_col=av_000.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "ab_000", + "measure_col": "av_000", + "item_col": "ar_000", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 456.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..7a0cda9c9b47de60837108f79936a3aa0d5fd687 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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Focus on group_col=ab_000, measure_col=av_000.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "ab_000", + "measure_col": "av_000", + "item_col": "ar_000", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 456.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..06039b61bc24f2a3aa5222b77e7723a297dad087 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-b52d-7e53-9071-5760b6bc84ca"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5e8f103a687eed1b24a7f101337f17b8373d88e9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-b52d-7e53-9071-5760b6bc84ca"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2d5f9dd2b1a27987f981942c7be2069adef93255 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-c408-7631-a3eb-dd76f2b93093"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..061443100295e849c99af514a3bb8929ca0faea0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-c408-7631-a3eb-dd76f2b93093"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..20eadd720a5818e10e17ad24667f563235bf8fd6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:32:19.749966+00:00", + "ended_at": "2026-05-19T16:32:23.222191+00:00", + "elapsed_ms": 3472.14, + "returncode": 1, + "prompt_metrics": { + "chars": 68587, + "bytes_utf8": 68587, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..042fcf94fdf85874050207dd69969e1102808eb1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:32:24.228220+00:00", + "ended_at": "2026-05-19T16:32:28.061389+00:00", + "elapsed_ms": 3833.1, + "returncode": 1, + "prompt_metrics": { + "chars": 68587, + "bytes_utf8": 68587, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8999e54b07724b6c49d14474796f7830634a3f65 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=ch_000, measure_col=dx_000.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "ch_000", + "measure_col": "dx_000", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 28760.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..8999e54b07724b6c49d14474796f7830634a3f65 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=ch_000, measure_col=dx_000.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "ch_000", + "measure_col": "dx_000", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 28760.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f2d8dc190d37da0dc2c02b416969bc9262bed7c2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4114-c28a-7f61-a460-8a1fa8ea9c78"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..db9685002429cb3595a3019aab2a24a42793c221 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4114-c28a-7f61-a460-8a1fa8ea9c78"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d5a8c47dd5a8b7028ec253af5499a19c1aef57c3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4114-d408-7702-a839-b38ebe20ab72"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..ee1e1402609353e4132298d92ca463f4850e40d6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4114-d408-7702-a839-b38ebe20ab72"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..74194fab0dca9bcfb4989a546cf0364cb47b05fc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:14:27.481821+00:00", + "ended_at": "2026-05-19T16:14:31.591628+00:00", + "elapsed_ms": 4109.78, + "returncode": 1, + "prompt_metrics": { + "chars": 68914, + "bytes_utf8": 68914, + "lines": 2150, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a2005f688602105d6464e12897bb857cc616324f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:14:32.594482+00:00", + "ended_at": "2026-05-19T16:14:35.674428+00:00", + "elapsed_ms": 3079.92, + "returncode": 1, + "prompt_metrics": { + "chars": 68914, + "bytes_utf8": 68914, + "lines": 2150, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..618fcb5892bdeae21317e350a593531bc012977a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=au_000, measure_col=ay_007.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "au_000", + "measure_col": "ay_007", + "item_col": "ay_000", + "top_k": 16, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1380808.72, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..618fcb5892bdeae21317e350a593531bc012977a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=au_000, measure_col=ay_007.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "au_000", + "measure_col": "ay_007", + "item_col": "ay_000", + "top_k": 16, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1380808.72, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..38b34a529d4dd32429f0372b121ba55c09bf60d2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-65c6-7603-bf52-cb094a7b8364"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6deeed6780e474380982a59fe332cf6784b7e390 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-65c6-7603-bf52-cb094a7b8364"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ba19a7a17d00391c087c6440297d9cc29d6f74a7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-7994-7961-a9e5-d0460adf9a43"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..5b31918a72bf0a2f74667849d221b4b5925d2f2a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-7994-7961-a9e5-d0460adf9a43"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cfe58996027a0235/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cfe58996027a0235/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..218fccbda12cdce503f922821e289195c458a550 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cfe58996027a0235/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:24:00.625767+00:00", + "ended_at": "2026-05-19T16:24:04.223726+00:00", + "elapsed_ms": 3597.9, + "returncode": 1, + "prompt_metrics": { + "chars": 68675, + "bytes_utf8": 68675, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cfe58996027a0235/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cfe58996027a0235/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2e33e278ce4217f440de112d35376bc3f85d9361 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cfe58996027a0235/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:24:05.227968+00:00", + "ended_at": "2026-05-19T16:24:08.856711+00:00", + "elapsed_ms": 3628.67, + "returncode": 1, + "prompt_metrics": { + "chars": 68675, + "bytes_utf8": 68675, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cfe58996027a0235/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cfe58996027a0235/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..352846110a54520b2687fd3c3ec963dfdcc6c32e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cfe58996027a0235/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=cl_000, measure_col=cl_000.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "cl_000", + "measure_col": "cl_000", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cfe58996027a0235/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cfe58996027a0235/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..352846110a54520b2687fd3c3ec963dfdcc6c32e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cfe58996027a0235/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=cl_000, measure_col=cl_000.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "cl_000", + "measure_col": "cl_000", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cfe58996027a0235/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cfe58996027a0235/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..116a1622e9ae428e5ca06328146381f0352636e9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cfe58996027a0235/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410d-24e5-7d71-8a94-801bddcebaf3"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cfe58996027a0235/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cfe58996027a0235/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c88cb31374dc07c8fda625b539ccc2df8def0b68 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cfe58996027a0235/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410d-24e5-7d71-8a94-801bddcebaf3"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cfe58996027a0235/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cfe58996027a0235/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..060cdad0ff6d4261c96e664ead7af82c90343b46 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cfe58996027a0235/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410d-3713-7261-9f64-71ffe2f0c74e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cfe58996027a0235/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cfe58996027a0235/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..baccdb4e7a0ca6d1bd06c0cf41a344753a3a4623 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cfe58996027a0235/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410d-3713-7261-9f64-71ffe2f0c74e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cfe58996027a0235/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cfe58996027a0235/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cfe58996027a0235/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_cfe58996027a0235/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8a278c547e2e71e477aa4a53aad176bd310b800d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:15:11.948664+00:00", + "ended_at": "2026-05-19T16:15:15.060948+00:00", + "elapsed_ms": 3112.26, + "returncode": 1, + "prompt_metrics": { + "chars": 68904, + "bytes_utf8": 68904, + "lines": 2150, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..dc02701423bafcc3928c1a797765ec48f3e5f4db --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:15:16.064966+00:00", + "ended_at": "2026-05-19T16:15:18.881597+00:00", + "elapsed_ms": 2816.58, + "returncode": 1, + "prompt_metrics": { + "chars": 68904, + "bytes_utf8": 68904, + "lines": 2150, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..60b4a83ac7e4fa8ee980ddd3b2c1409ad7ef9ade --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=bf_000, measure_col=az_001.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "bf_000", + "measure_col": "az_001", + "item_col": "ay_003", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 731.6, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..60b4a83ac7e4fa8ee980ddd3b2c1409ad7ef9ade --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"cs_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ct_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cy_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cz_000", + "type": "TEXT", 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"ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=bf_000, measure_col=az_001.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "bf_000", + "measure_col": "az_001", + "item_col": "ay_003", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 731.6, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..16fe73cd9d5d27a8bb495845d19c6a443a933a60 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-135b-7b83-8207-62a17bc62b20"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d84c2078c8978625496b868a36889fbb22dfafa1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-135b-7b83-8207-62a17bc62b20"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..aefae80257b763c32fe4b9b95e1f8e7e623b63e4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-237d-7e50-8d35-653ee2772746"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..4f1fcad061971a498a04b9f290f59a155ceae7fb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-237d-7e50-8d35-653ee2772746"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6b8a679cdcdfdd1abd1ab49416b1b9a08b18b0d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:33:24.751735+00:00", + "ended_at": "2026-05-19T16:33:29.754447+00:00", + "elapsed_ms": 5002.65, + "returncode": 1, + "prompt_metrics": { + "chars": 68585, + "bytes_utf8": 68585, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..49aa686aee176e8a237dc35efb94cb38157dc708 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:33:30.760544+00:00", + "ended_at": "2026-05-19T16:33:34.397837+00:00", + "elapsed_ms": 3637.22, + "returncode": 1, + "prompt_metrics": { + "chars": 68585, + "bytes_utf8": 68585, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a77a4be2729bffa4da09575107bb759bc3e1c072 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=cy_000, measure_col=ed_000.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "cy_000", + "measure_col": "ed_000", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 756.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..a77a4be2729bffa4da09575107bb759bc3e1c072 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "co_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cr_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"de_000": "62", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "232", + "do_000": "0", + "dp_000": "0", + "dq_000": "2014", + "dr_000": "370", + "ds_000": "48", + "dt_000": "18", + "du_000": "15740", + "dv_000": "1822", + "dx_000": "20174", + "dy_000": "44", + "dz_000": "0", + "ea_000": "0", + "eb_000": "0", + "ec_00": "1.08", + "ed_000": "54", + "ee_000": "5670", + "ee_001": "1566", + "ee_002": "240", + "ee_003": "46", + "ee_004": "58", + "ee_005": "44", + "ee_006": "10", + "ee_007": "0", + "ee_008": "0", + "ee_009": "0", + "ef_000": "4", + "eg_000": "32" + }, + { + "class": "neg", + "aa_000": "60874", + "ab_000": "", + "ac_000": "1368", + "ad_000": "458", + "ae_000": "0", + "af_000": "0", + "ag_000": "0", + "ag_001": "0", + "ag_002": "0", + "ag_003": "0", + "ag_004": "43752", + "ag_005": "1966618", + "ag_006": "1800340", + "ag_007": "131646", + "ag_008": "4588", + "ag_009": "0", + "ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=cy_000, measure_col=ed_000.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "cy_000", + "measure_col": "ed_000", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 756.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..76984081c9c1d84ac0f64e10a1da901d7b12a5aa --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4115-c081-7b33-bdd4-46d41074e026"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ea6926d03ce61d351e79de456305037512236495 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4115-c081-7b33-bdd4-46d41074e026"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f7b2b74c135cf04ce7f8084b3b300e4d7bae74ed --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4115-d818-7b42-bb25-e703c014cf8b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..b278304f35694feec3a0bf7afc2d13033aff1cc8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4115-d818-7b42-bb25-e703c014cf8b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..408b7b6cf7f421e6cac5dad9d8fe50f1cca941fe --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:33:00.784113+00:00", + "ended_at": "2026-05-19T16:33:04.004618+00:00", + "elapsed_ms": 3220.46, + "returncode": 1, + "prompt_metrics": { + "chars": 68588, + "bytes_utf8": 68588, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4b39d8e2b1c9eab0ed86bca294404d58f37edb53 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:33:05.010136+00:00", + "ended_at": "2026-05-19T16:33:08.766726+00:00", + "elapsed_ms": 3756.52, + "returncode": 1, + "prompt_metrics": { + "chars": 68588, + "bytes_utf8": 68588, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..94b1fbf01d01b2b0c86b5a5de3ba85d4843644dd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=cs_008, measure_col=eb_000.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "cs_008", + "measure_col": "eb_000", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1262140.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..94b1fbf01d01b2b0c86b5a5de3ba85d4843644dd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", 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"2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=cs_008, measure_col=eb_000.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "cs_008", + "measure_col": "eb_000", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1262140.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ad36176d502682f3738f1248edb4818bf9a0a52f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4115-62cf-7cb1-a229-b6380a691890"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3f6f9228211da1289d8a761a0e975118ecaf5729 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4115-62cf-7cb1-a229-b6380a691890"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c633994e873162caa77ce815a038d6e2b7293716 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4115-7365-7453-821c-ac3b92806894"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..41945226bed2c036979f652351981c82be0eb159 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4115-7365-7453-821c-ac3b92806894"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..efdb7bceda8486ed5da501c3ed126a792d2b4af3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:33:50.685495+00:00", + "ended_at": "2026-05-19T16:33:53.872953+00:00", + "elapsed_ms": 3187.41, + "returncode": 1, + "prompt_metrics": { + "chars": 68589, + "bytes_utf8": 68589, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..89321c0c8c68e65a7b8365c9458a043ddb1c89fe --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:33:54.878664+00:00", + "ended_at": "2026-05-19T16:33:58.348802+00:00", + "elapsed_ms": 3470.08, + "returncode": 1, + "prompt_metrics": { + "chars": 68589, + "bytes_utf8": 68589, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..538e4f77137b74882eb4ce5a63dd8887f2aa4de4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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+ "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "co_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cr_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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+ "notnull": false, + "pk": false + }, + { + "name": "da_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "db_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "de_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "df_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "di_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dl_000", + "type": "TEXT", + "notnull": false, + "pk": 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"ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=db_000, measure_col=ee_000.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "db_000", + "measure_col": "ee_000", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 436478.24, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..538e4f77137b74882eb4ce5a63dd8887f2aa4de4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=db_000, measure_col=ee_000.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "db_000", + "measure_col": "ee_000", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 436478.24, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a818294070382e1d968ace23a11d0f3ebdbd0479 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4116-25e0-7013-9992-2094d3aedfbf"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8bdbd6b1901d3a5d52b10e4d136910c651610278 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4116-25e0-7013-9992-2094d3aedfbf"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..56aa506a53ec87c9e94b2a651b05a1901b3e85b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4116-3626-72b0-8cd7-25360b05ef2a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..f5de0b973e6c7ec12aafb67848b30ac00b66e7cc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4116-3626-72b0-8cd7-25360b05ef2a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..46f97854e62686fcb0b3d661bf48da63967333ae --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:34:06.542461+00:00", + "ended_at": "2026-05-19T16:34:10.322166+00:00", + "elapsed_ms": 3779.66, + "returncode": 1, + "prompt_metrics": { + "chars": 68588, + "bytes_utf8": 68588, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2f655d76e97c60dba6372d0673d4f7c0c37dfc14 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:34:11.328194+00:00", + "ended_at": "2026-05-19T16:34:14.550662+00:00", + "elapsed_ms": 3222.4, + "returncode": 1, + "prompt_metrics": { + "chars": 68588, + "bytes_utf8": 68588, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1ae5172118de4d8320d0424e4faa44802783286d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"bt_000": "12.69", + "bu_000": "21614", + "bv_000": "21614", + "bx_000": "21772", + "by_000": "32", + "bz_000": "50", + "ca_000": "1994", + "cb_000": "21400", + "cc_000": "7710", + "cd_000": "1209600", + "ce_000": "302", + "cf_000": "2", + "cg_000": "6", + "ch_000": "0", + "ci_000": "2135.04", + "cj_000": "0", + "ck_000": "4525.44", + "cl_000": "2", + "cm_000": "16", + "cn_000": "0", + "cn_001": "52", + "cn_002": "2544", + "cn_003": "1894", + "cn_004": "2170", + "cn_005": "822", + "cn_006": "152", + "cn_007": "0", + "cn_008": "0", + "cn_009": "0", + "co_000": "2", + "cp_000": "2", + "cq_000": "21614", + "cr_000": "0", + "cs_000": "1032", + "cs_001": "6", + "cs_002": "24", + "cs_003": "656", + "cs_004": "692", + "cs_005": "4836", + "cs_006": "388", + "cs_007": "0", + "cs_008": "0", + "cs_009": "0", + "ct_000": "138", + "cu_000": "8", + "cv_000": "1666", + "cx_000": "72", + "cy_000": "0", + "cz_000": "12", + "da_000": "0", + "db_000": "0", + "dc_000": "2578", + "dd_000": "76", + "de_000": "62", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "232", + "do_000": "0", + "dp_000": "0", + "dq_000": "2014", + "dr_000": "370", + "ds_000": "48", + "dt_000": "18", + "du_000": "15740", + "dv_000": "1822", + "dx_000": "20174", + "dy_000": "44", + "dz_000": "0", + "ea_000": "0", + "eb_000": "0", + "ec_00": "1.08", + "ed_000": "54", + "ee_000": "5670", + "ee_001": "1566", + "ee_002": "240", + "ee_003": "46", + "ee_004": "58", + "ee_005": "44", + "ee_006": "10", + "ee_007": "0", + "ee_008": "0", + "ee_009": "0", + "ef_000": "4", + "eg_000": "32" + }, + { + "class": "neg", + "aa_000": "60874", + "ab_000": "", + "ac_000": "1368", + "ad_000": "458", + "ae_000": "0", + "af_000": "0", + "ag_000": "0", + "ag_001": "0", + "ag_002": "0", + "ag_003": "0", + "ag_004": "43752", + "ag_005": "1966618", + "ag_006": "1800340", + "ag_007": "131646", + "ag_008": "4588", + "ag_009": "0", + "ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=dh_000, measure_col=ee_001.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "dh_000", + "measure_col": "ee_001", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 462344.32, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..1ae5172118de4d8320d0424e4faa44802783286d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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Focus on group_col=dh_000, measure_col=ee_001.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "dh_000", + "measure_col": "ee_001", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 462344.32, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..02b50f4b1c66d49ef6d47e866e29e7f323bf99ec --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4116-63ad-7152-b0c6-baf9bf1e7543"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a3ed373bb20441d12dc4f2cfa6d77f28fef0e57e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4116-63ad-7152-b0c6-baf9bf1e7543"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a008197a9cef10eb337f2753b7f391b9075bf78e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4116-7689-7cf3-a9ed-61487844665a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..95fbf291d56f80ed1233722b5f2c04f644f2af7b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4116-7689-7cf3-a9ed-61487844665a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dfd51c065ade3f6a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dfd51c065ade3f6a/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c35d82c918612eccb557b5fd2a7b8b6ccc3d63d9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dfd51c065ade3f6a/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:23:52.536640+00:00", + "ended_at": "2026-05-19T16:23:56.236771+00:00", + "elapsed_ms": 3700.08, + "returncode": 1, + "prompt_metrics": { + "chars": 68684, + "bytes_utf8": 68684, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dfd51c065ade3f6a/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dfd51c065ade3f6a/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..409752fa13c7c2942324dd2882614bd82ae3c5cf --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dfd51c065ade3f6a/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:23:57.240864+00:00", + "ended_at": "2026-05-19T16:24:00.581802+00:00", + "elapsed_ms": 3340.89, + "returncode": 1, + "prompt_metrics": { + "chars": 68684, + "bytes_utf8": 68684, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dfd51c065ade3f6a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dfd51c065ade3f6a/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fc9b043a9dd05e8ba7b95125d753519a3a256077 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dfd51c065ade3f6a/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"bt_000": "12.69", + "bu_000": "21614", + "bv_000": "21614", + "bx_000": "21772", + "by_000": "32", + "bz_000": "50", + "ca_000": "1994", + "cb_000": "21400", + "cc_000": "7710", + "cd_000": "1209600", + "ce_000": "302", + "cf_000": "2", + "cg_000": "6", + "ch_000": "0", + "ci_000": "2135.04", + "cj_000": "0", + "ck_000": "4525.44", + "cl_000": "2", + "cm_000": "16", + "cn_000": "0", + "cn_001": "52", + "cn_002": "2544", + "cn_003": "1894", + "cn_004": "2170", + "cn_005": "822", + "cn_006": "152", + "cn_007": "0", + "cn_008": "0", + "cn_009": "0", + "co_000": "2", + "cp_000": "2", + "cq_000": "21614", + "cr_000": "0", + "cs_000": "1032", + "cs_001": "6", + "cs_002": "24", + "cs_003": "656", + "cs_004": "692", + "cs_005": "4836", + "cs_006": "388", + "cs_007": "0", + "cs_008": "0", + "cs_009": "0", + "ct_000": "138", + "cu_000": "8", + "cv_000": "1666", + "cx_000": "72", + "cy_000": "0", + "cz_000": "12", + "da_000": "0", + "db_000": "0", + "dc_000": "2578", + "dd_000": "76", + "de_000": "62", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "232", + "do_000": "0", + "dp_000": "0", + "dq_000": "2014", + "dr_000": "370", + "ds_000": "48", + "dt_000": "18", + "du_000": "15740", + "dv_000": "1822", + "dx_000": "20174", + "dy_000": "44", + "dz_000": "0", + "ea_000": "0", + "eb_000": "0", + "ec_00": "1.08", + "ed_000": "54", + "ee_000": "5670", + "ee_001": "1566", + "ee_002": "240", + "ee_003": "46", + "ee_004": "58", + "ee_005": "44", + "ee_006": "10", + "ee_007": "0", + "ee_008": "0", + "ee_009": "0", + "ef_000": "4", + "eg_000": "32" + }, + { + "class": "neg", + "aa_000": "60874", + "ab_000": "", + "ac_000": "1368", + "ad_000": "458", + "ae_000": "0", + "af_000": "0", + "ag_000": "0", + "ag_001": "0", + "ag_002": "0", + "ag_003": "0", + "ag_004": "43752", + "ag_005": "1966618", + "ag_006": "1800340", + "ag_007": "131646", + "ag_008": "4588", + "ag_009": "0", + "ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=ch_000, measure_col=ck_000.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "ch_000", + "measure_col": "ck_000", + "top_k": 16, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 401164.8768, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dfd51c065ade3f6a/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dfd51c065ade3f6a/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..fc9b043a9dd05e8ba7b95125d753519a3a256077 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dfd51c065ade3f6a/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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Focus on group_col=ch_000, measure_col=ck_000.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "ch_000", + "measure_col": "ck_000", + "top_k": 16, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 401164.8768, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dfd51c065ade3f6a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dfd51c065ade3f6a/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9f72682650b48bed1d96ca72abfcf2ba982455f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dfd51c065ade3f6a/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410d-057b-7cf3-b160-e641cf28475d"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dfd51c065ade3f6a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dfd51c065ade3f6a/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..27ccbb9fcb130dc7d9b1f8f67510f4b14c16081f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dfd51c065ade3f6a/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410d-057b-7cf3-b160-e641cf28475d"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dfd51c065ade3f6a/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dfd51c065ade3f6a/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..727528a825182ac18bb88f118da1d3820dbfd5a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dfd51c065ade3f6a/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410d-17ba-7da3-b7e2-947509ef9664"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dfd51c065ade3f6a/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dfd51c065ade3f6a/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..300b64d0f0e65153dedfabd4d0ca2faf42dc16e2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dfd51c065ade3f6a/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410d-17ba-7da3-b7e2-947509ef9664"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dfd51c065ade3f6a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dfd51c065ade3f6a/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dfd51c065ade3f6a/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_dfd51c065ade3f6a/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..527e5fee30037a14be59e7f24fe74b2619a00450 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:14:20.049389+00:00", + "ended_at": "2026-05-19T16:14:23.430794+00:00", + "elapsed_ms": 3381.37, + "returncode": 1, + "prompt_metrics": { + "chars": 68906, + "bytes_utf8": 68906, + "lines": 2150, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..92d64aaf77cfb1ba80c6f6d1ebf1c45295e435c3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:14:24.433916+00:00", + "ended_at": "2026-05-19T16:14:27.454093+00:00", + "elapsed_ms": 3020.14, + "returncode": 1, + "prompt_metrics": { + "chars": 68906, + "bytes_utf8": 68906, + "lines": 2150, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cc2ca36184eaca46f985431e2227884e66ea1446 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=au_000, measure_col=ay_007.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "au_000", + "measure_col": "ay_007", + "item_col": "ay_000", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1811692.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..cc2ca36184eaca46f985431e2227884e66ea1446 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=au_000, measure_col=ay_007.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "au_000", + "measure_col": "ay_007", + "item_col": "ay_000", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1811692.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..175793e065247d80d399e4ec70cb476667702e82 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-4884-7703-8290-b38cd16f0469"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cfa37d99d65abe3348fe4718aa14dd67d8c8404c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-4884-7703-8290-b38cd16f0469"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..063fd0bea731c87dea9e046743ad5376ecab8852 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-59b0-7851-9c47-acb11ff7dd3b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..0280eb1a9b48f98532cadd0e02605320579f6235 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-59b0-7851-9c47-acb11ff7dd3b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7154f9b704e4c7df20bd97fe73167eed081030f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:11:34.054545+00:00", + "ended_at": "2026-05-19T16:11:37.176074+00:00", + "elapsed_ms": 3121.5, + "returncode": 1, + "prompt_metrics": { + "chars": 68417, + "bytes_utf8": 68417, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..751cb6c5018c3965d9bb0856434c399c27577b03 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:11:38.181785+00:00", + "ended_at": "2026-05-19T16:11:41.469097+00:00", + "elapsed_ms": 3287.26, + "returncode": 1, + "prompt_metrics": { + "chars": 68417, + "bytes_utf8": 68417, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e59c8dff3016543acd70b11aca50c048b59a50b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=ch_000.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "ch_000", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1167164.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e59c8dff3016543acd70b11aca50c048b59a50b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=ch_000.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "ch_000", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1167164.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3a0d7237a9d7976f7fa02b4a888dad9f529f5b3a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-c034-7cf1-83d6-23dcf50f9743"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7817de4206f70402830b8256bf2a1055858c1b34 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-c034-7cf1-83d6-23dcf50f9743"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..218e1bfcb854a8f1b8365298503e0a851c90bae7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-d01c-7c12-b8ff-58f83ee6a9de"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e757e498861afa627267bf167c626a3a0a3a4966 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-d01c-7c12-b8ff-58f83ee6a9de"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9e64f2d3beca6ac/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9e64f2d3beca6ac/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d680161d73c4440adc345ce8c56e80f367aa3e27 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9e64f2d3beca6ac/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:21:51.105901+00:00", + "ended_at": "2026-05-19T16:21:54.230845+00:00", + "elapsed_ms": 3124.92, + "returncode": 1, + "prompt_metrics": { + "chars": 69059, + "bytes_utf8": 69059, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9e64f2d3beca6ac/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9e64f2d3beca6ac/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..67169b5399a7ab49903b6abc31d1d83abbb6c600 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9e64f2d3beca6ac/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:21:55.233933+00:00", + "ended_at": "2026-05-19T16:21:58.684598+00:00", + "elapsed_ms": 3450.64, + "returncode": 1, + "prompt_metrics": { + "chars": 69059, + "bytes_utf8": 69059, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9e64f2d3beca6ac/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9e64f2d3beca6ac/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4a9a4dbcdbd3af219fb271bade3973dd714780f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9e64f2d3beca6ac/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=as_000, measure_col=cb_000.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "as_000", + "measure_col": "cb_000", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 567700.8, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9e64f2d3beca6ac/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9e64f2d3beca6ac/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..4a9a4dbcdbd3af219fb271bade3973dd714780f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9e64f2d3beca6ac/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=as_000, measure_col=cb_000.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "as_000", + "measure_col": "cb_000", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 567700.8, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9e64f2d3beca6ac/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9e64f2d3beca6ac/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..cbead81df7ff57a71a417fec67eff500a1d8418e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9e64f2d3beca6ac/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-2a8a-71f1-8068-c985c19ce192"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9e64f2d3beca6ac/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9e64f2d3beca6ac/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1ef68b33bb23b94ae3b579deb960100debe90b44 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9e64f2d3beca6ac/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-2a8a-71f1-8068-c985c19ce192"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9e64f2d3beca6ac/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9e64f2d3beca6ac/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f6bb8a8537b18a658cde1249a0f1bf3f9a5bdfbd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9e64f2d3beca6ac/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-3aa0-7b42-b461-c2d4027e8d2b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9e64f2d3beca6ac/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9e64f2d3beca6ac/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..702c47e7a8e7ac0d98a001d2fa657097c573552f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9e64f2d3beca6ac/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-3aa0-7b42-b461-c2d4027e8d2b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9e64f2d3beca6ac/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9e64f2d3beca6ac/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9e64f2d3beca6ac/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_e9e64f2d3beca6ac/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0d68ab19a0fce93d58c869af73d7e7ff6e66d38f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:17:20.633682+00:00", + "ended_at": "2026-05-19T16:17:25.200681+00:00", + "elapsed_ms": 4566.95, + "returncode": 1, + "prompt_metrics": { + "chars": 68811, + "bytes_utf8": 68811, + "lines": 2152, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9f1cda1c45f5d41ac119d6d38f558a75b163a78c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:17:26.205833+00:00", + "ended_at": "2026-05-19T16:17:29.502145+00:00", + "elapsed_ms": 3296.26, + "returncode": 1, + "prompt_metrics": { + "chars": 68811, + "bytes_utf8": 68811, + "lines": 2152, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c499c11fd1a251fae3cc3765f2a513e1b1e62e7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2152 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=cf_000.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "ae_000", + "group_col_2": "cf_000", + "predicate_col": "ba_001", + "predicate_op": ">=", + "predicate_value": 641214.0, + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 96.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c499c11fd1a251fae3cc3765f2a513e1b1e62e7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2152 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"cs_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ct_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cy_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cz_000", + "type": "TEXT", 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"ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=cf_000.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "ae_000", + "group_col_2": "cf_000", + "predicate_col": "ba_001", + "predicate_op": ">=", + "predicate_value": 641214.0, + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 96.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4d6fd5c85f2464e1867c9e670a10315999f85e1e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-0a64-7421-a649-f5ade45cd61d"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..33fd7398ccafb0cf45716b9d0c5490b3ac960e50 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-0a64-7421-a649-f5ade45cd61d"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..360e7696f605e6ace0e2a38135191a4b344bb628 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-2061-7863-a13a-b603de5fdd78"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..4feb00a18469636b57e0aff5dd64171693c81cae --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-2061-7863-a13a-b603de5fdd78"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..207ac9c60396e0a4a3d6d69b42a7e1e5ddf162ab --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:28:05.265774+00:00", + "ended_at": "2026-05-19T16:28:08.879884+00:00", + "elapsed_ms": 3614.05, + "returncode": 1, + "prompt_metrics": { + "chars": 68735, + "bytes_utf8": 68735, + "lines": 2151, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..aa62d62ccac4bd4a4982c59d58a883f32f90ed96 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:28:09.886117+00:00", + "ended_at": "2026-05-19T16:28:13.262633+00:00", + "elapsed_ms": 3376.44, + "returncode": 1, + "prompt_metrics": { + "chars": 68735, + "bytes_utf8": 68735, + "lines": 2151, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..172ce45454e4fba7acf472da60bfaa340fd29a18 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=au_000, condition_col=ch_000.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "au_000", + "condition_col": "ch_000", + "condition_value": "0", + "positive_value": "0", + "negative_value": "2", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 500.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..172ce45454e4fba7acf472da60bfaa340fd29a18 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"bt_000": "12.69", + "bu_000": "21614", + "bv_000": "21614", + "bx_000": "21772", + "by_000": "32", + "bz_000": "50", + "ca_000": "1994", + "cb_000": "21400", + "cc_000": "7710", + "cd_000": "1209600", + "ce_000": "302", + "cf_000": "2", + "cg_000": "6", + "ch_000": "0", + "ci_000": "2135.04", + "cj_000": "0", + "ck_000": "4525.44", + "cl_000": "2", + "cm_000": "16", + "cn_000": "0", + "cn_001": "52", + "cn_002": "2544", + "cn_003": "1894", + "cn_004": "2170", + "cn_005": "822", + "cn_006": "152", + "cn_007": "0", + "cn_008": "0", + "cn_009": "0", + "co_000": "2", + "cp_000": "2", + "cq_000": "21614", + "cr_000": "0", + "cs_000": "1032", + "cs_001": "6", + "cs_002": "24", + "cs_003": "656", + "cs_004": "692", + "cs_005": "4836", + "cs_006": "388", + "cs_007": "0", + "cs_008": "0", + "cs_009": "0", + "ct_000": "138", + "cu_000": "8", + "cv_000": "1666", + "cx_000": "72", + "cy_000": "0", + "cz_000": "12", + "da_000": "0", + "db_000": "0", + "dc_000": "2578", + "dd_000": "76", + "de_000": "62", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "232", + "do_000": "0", + "dp_000": "0", + "dq_000": "2014", + "dr_000": "370", + "ds_000": "48", + "dt_000": "18", + "du_000": "15740", + "dv_000": "1822", + "dx_000": "20174", + "dy_000": "44", + "dz_000": "0", + "ea_000": "0", + "eb_000": "0", + "ec_00": "1.08", + "ed_000": "54", + "ee_000": "5670", + "ee_001": "1566", + "ee_002": "240", + "ee_003": "46", + "ee_004": "58", + "ee_005": "44", + "ee_006": "10", + "ee_007": "0", + "ee_008": "0", + "ee_009": "0", + "ef_000": "4", + "eg_000": "32" + }, + { + "class": "neg", + "aa_000": "60874", + "ab_000": "", + "ac_000": "1368", + "ad_000": "458", + "ae_000": "0", + "af_000": "0", + "ag_000": "0", + "ag_001": "0", + "ag_002": "0", + "ag_003": "0", + "ag_004": "43752", + "ag_005": "1966618", + "ag_006": "1800340", + "ag_007": "131646", + "ag_008": "4588", + "ag_009": "0", + "ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=au_000, condition_col=ch_000.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "au_000", + "condition_col": "ch_000", + "condition_value": "0", + "positive_value": "0", + "negative_value": "2", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 500.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4e894114072600e8ef1b901f460a274216f42920 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4110-e075-7c23-b0ca-d3fab14c6632"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..04e5f3fe91a49e087f8772733bf64a5b05b7b707 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4110-e075-7c23-b0ca-d3fab14c6632"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..631f44a0476202544a4017a3bd669302e374fb9f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4110-f284-78b0-872c-f5c43cccc5be"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..7474768ac349ee1c7e972f25b115e729331a683d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4110-f284-78b0-872c-f5c43cccc5be"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_eecb80670e94da33/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_eecb80670e94da33/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e25c38965bfed3534c5889fdc49ed70364d9d665 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_eecb80670e94da33/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:23:08.457920+00:00", + "ended_at": "2026-05-19T16:23:12.148974+00:00", + "elapsed_ms": 3690.99, + "returncode": 1, + "prompt_metrics": { + "chars": 68684, + "bytes_utf8": 68684, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_eecb80670e94da33/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_eecb80670e94da33/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4a60674f1aecad036185856ac5cfda46909ae13f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_eecb80670e94da33/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:23:13.153333+00:00", + "ended_at": "2026-05-19T16:23:16.334375+00:00", + "elapsed_ms": 3180.97, + "returncode": 1, + "prompt_metrics": { + "chars": 68684, + "bytes_utf8": 68684, + "lines": 2148, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_eecb80670e94da33/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_eecb80670e94da33/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..73c44ad1d1b4b87e5b2463d31e1c6e315a118100 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_eecb80670e94da33/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=cf_000, measure_col=ci_000.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "cf_000", + "measure_col": "ci_000", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 2021131.968, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_eecb80670e94da33/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_eecb80670e94da33/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..73c44ad1d1b4b87e5b2463d31e1c6e315a118100 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_eecb80670e94da33/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", 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"2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_grouped_percentile_point", + "template_name": "Grouped Percentile Point", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=cf_000, measure_col=ci_000.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "cf_000", + "measure_col": "ci_000", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 2021131.968, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_eecb80670e94da33/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_eecb80670e94da33/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..96ea25b3078ee6a8674394c9988d3efa822fa15e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_eecb80670e94da33/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-5946-7750-b7d6-575a9d6a20a9"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_eecb80670e94da33/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_eecb80670e94da33/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5d0ab276e32558f58cdc534a3662cdb84376d6d0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_eecb80670e94da33/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-5946-7750-b7d6-575a9d6a20a9"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_eecb80670e94da33/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_eecb80670e94da33/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..23ef1d2d12a6f0883308be25a80f7058512e4732 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_eecb80670e94da33/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-6b7c-79f0-81be-081ce0b2c2e8"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_eecb80670e94da33/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_eecb80670e94da33/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..b39eeb2913c7aed337372469cfebed85e1e6b4cf --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_eecb80670e94da33/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-6b7c-79f0-81be-081ce0b2c2e8"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_eecb80670e94da33/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_eecb80670e94da33/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_eecb80670e94da33/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_eecb80670e94da33/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..953634eb6bb96bdcd25d7c9d098efbc407100bca --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:26:41.306685+00:00", + "ended_at": "2026-05-19T16:26:44.742949+00:00", + "elapsed_ms": 3436.22, + "returncode": 1, + "prompt_metrics": { + "chars": 68753, + "bytes_utf8": 68753, + "lines": 2151, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..666bb3abca96000787211c6439e41cd8d1358017 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:26:45.748824+00:00", + "ended_at": "2026-05-19T16:26:49.469741+00:00", + "elapsed_ms": 3720.85, + "returncode": 1, + "prompt_metrics": { + "chars": 68753, + "bytes_utf8": 68753, + "lines": 2151, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5ab95d2a95c8220fbfcfccf48e0aee40a649b39c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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+ "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "co_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cr_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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+ "notnull": false, + "pk": false + }, + { + "name": "da_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "db_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "de_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "df_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "di_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dl_000", + "type": "TEXT", + "notnull": false, + "pk": 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"ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=ae_000, condition_col=class.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "ae_000", + "condition_col": "class", + "condition_value": "neg", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 254.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..5ab95d2a95c8220fbfcfccf48e0aee40a649b39c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=ae_000, condition_col=class.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "ae_000", + "condition_col": "class", + "condition_value": "neg", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 254.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b8c59a479ad6b1e79cdc15c0b7ab05c1337f77a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-987c-7ee0-976e-acfd3a105388"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d618dcb677f19826fa0e6fb1a457a348065de805 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-987c-7ee0-976e-acfd3a105388"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f9770f9a4bf01f9d925e88ea0715d9dbc7543e30 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-aa0b-7c02-a966-4f80e38e813a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e44fbc8d2b208c585e6d155d2297b627caa75318 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-aa0b-7c02-a966-4f80e38e813a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8a7ad9e3ff819757babf6291a36f4d94052c423e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:15:18.909717+00:00", + "ended_at": "2026-05-19T16:15:22.069297+00:00", + "elapsed_ms": 3159.55, + "returncode": 1, + "prompt_metrics": { + "chars": 69310, + "bytes_utf8": 69310, + "lines": 2151, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..78c5a267c583ac50a8dde966710fba8dcf5be3cb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:15:23.074341+00:00", + "ended_at": "2026-05-19T16:15:26.434498+00:00", + "elapsed_ms": 3360.1, + "returncode": 1, + "prompt_metrics": { + "chars": 69310, + "bytes_utf8": 69310, + "lines": 2151, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..213eb6172327bc8106a3af73057b15b747fb5f6e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"bt_000": "12.69", + "bu_000": "21614", + "bv_000": "21614", + "bx_000": "21772", + "by_000": "32", + "bz_000": "50", + "ca_000": "1994", + "cb_000": "21400", + "cc_000": "7710", + "cd_000": "1209600", + "ce_000": "302", + "cf_000": "2", + "cg_000": "6", + "ch_000": "0", + "ci_000": "2135.04", + "cj_000": "0", + "ck_000": "4525.44", + "cl_000": "2", + "cm_000": "16", + "cn_000": "0", + "cn_001": "52", + "cn_002": "2544", + "cn_003": "1894", + "cn_004": "2170", + "cn_005": "822", + "cn_006": "152", + "cn_007": "0", + "cn_008": "0", + "cn_009": "0", + "co_000": "2", + "cp_000": "2", + "cq_000": "21614", + "cr_000": "0", + "cs_000": "1032", + "cs_001": "6", + "cs_002": "24", + "cs_003": "656", + "cs_004": "692", + "cs_005": "4836", + "cs_006": "388", + "cs_007": "0", + "cs_008": "0", + "cs_009": "0", + "ct_000": "138", + "cu_000": "8", + "cv_000": "1666", + "cx_000": "72", + "cy_000": "0", + "cz_000": "12", + "da_000": "0", + "db_000": "0", + "dc_000": "2578", + "dd_000": "76", + "de_000": "62", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "232", + "do_000": "0", + "dp_000": "0", + "dq_000": "2014", + "dr_000": "370", + "ds_000": "48", + "dt_000": "18", + "du_000": "15740", + "dv_000": "1822", + "dx_000": "20174", + "dy_000": "44", + "dz_000": "0", + "ea_000": "0", + "eb_000": "0", + "ec_00": "1.08", + "ed_000": "54", + "ee_000": "5670", + "ee_001": "1566", + "ee_002": "240", + "ee_003": "46", + "ee_004": "58", + "ee_005": "44", + "ee_006": "10", + "ee_007": "0", + "ee_008": "0", + "ee_009": "0", + "ef_000": "4", + "eg_000": "32" + }, + { + "class": "neg", + "aa_000": "60874", + "ab_000": "", + "ac_000": "1368", + "ad_000": "458", + "ae_000": "0", + "af_000": "0", + "ag_000": "0", + "ag_001": "0", + "ag_002": "0", + "ag_003": "0", + "ag_004": "43752", + "ag_005": "1966618", + "ag_006": "1800340", + "ag_007": "131646", + "ag_008": "4588", + "ag_009": "0", + "ah_000": "1974038", + "ai_000": "0", + "aj_000": "226", + "ak_000": "0", + "al_000": "0", + "am_0": "0", + "an_000": "3230626", + "ao_000": "2618878", + "ap_000": "1058136", + "aq_000": "551022", + "ar_000": "0", + "as_000": "0", + "at_000": "0", + "au_000": "0", + "av_000": "1788", + "ax_000": "642", + "ay_000": "0", + "ay_001": "0", + "ay_002": "0", + "ay_003": "0", + "ay_004": "42124", + "ay_005": "372236", + "ay_006": "2128914", + "ay_007": "819596", + "ay_008": "584074", + "ay_009": "0", + "az_000": "1644", + "az_001": "362", + "az_002": "562", + "az_003": "842", + "az_004": "30194", + "az_005": "3911734", + "az_006": "1606", + "az_007": "0", + "az_008": "0", + "az_009": "0", + "ba_000": "1348578", + "ba_001": "1035668", + "ba_002": "338762", + "ba_003": "236540", + "ba_004": "182278", + "ba_005": "151778", + "ba_006": "163248", + "ba_007": "470800", + "ba_008": "19292", + "ba_009": "0", + "bb_000": "4289260", + "bc_000": "448", + "bd_000": "556", + "be_000": "642", + "bf_000": "2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=cf_000, condition_col=class.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "cf_000", + "condition_col": "class", + "condition_value": "neg", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3706.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..213eb6172327bc8106a3af73057b15b747fb5f6e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=cf_000, condition_col=class.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "cf_000", + "condition_col": "class", + "condition_value": "neg", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3706.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7a39136fd73ba7474ca5f8b1593cddadd44e12c3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-2eb7-7b51-afcb-390fe7fbc944"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. 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Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1c89ce55d5f0dd1da3b02a2fb4acfaae154dc1b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-3ed0-7780-b6ce-5a6853ce1b4b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..52ebf9e464602fdb5afa744cfbd03cb98082e54a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-3ed0-7780-b6ce-5a6853ce1b4b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f47afae374c29785/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f47afae374c29785/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..640d68e73e66a075a00e3bd4c6bcbb3001107a7e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f47afae374c29785/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:28:37.755815+00:00", + "ended_at": "2026-05-19T16:28:41.075834+00:00", + "elapsed_ms": 3319.97, + "returncode": 1, + "prompt_metrics": { + "chars": 68439, + "bytes_utf8": 68439, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f47afae374c29785/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f47afae374c29785/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..de1a265f38f7200ad70406b0b48462d7ebf2962c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f47afae374c29785/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:28:42.079986+00:00", + "ended_at": "2026-05-19T16:28:45.710130+00:00", + "elapsed_ms": 3630.08, + "returncode": 1, + "prompt_metrics": { + "chars": 68439, + "bytes_utf8": 68439, + "lines": 2146, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f47afae374c29785/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f47afae374c29785/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f9efa0f18203acc73345cc9d8ee538fd9cbaa95a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f47afae374c29785/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_threshold_rarity_cdf", + "template_name": "Threshold Rarity CDF", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=cs_008.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "cs_008", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 92.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f47afae374c29785/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f47afae374c29785/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..f9efa0f18203acc73345cc9d8ee538fd9cbaa95a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f47afae374c29785/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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Focus on measure_col=cs_008.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "cs_008", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 92.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f47afae374c29785/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f47afae374c29785/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..588107f5e3e6b9adec39be44b61a78cec34d2281 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f47afae374c29785/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-5f67-78a0-a236-90448cd30a40"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f47afae374c29785/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f47afae374c29785/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0cb5eb55fa3d3a0e0d7680f77f016af520c3a22e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f47afae374c29785/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-5f67-78a0-a236-90448cd30a40"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f47afae374c29785/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f47afae374c29785/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..13839b23798380d565875f854435c39e0cf16f75 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f47afae374c29785/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-7059-7f92-9db5-72ed951ffa44"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f47afae374c29785/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f47afae374c29785/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..9af9c4a36ce7aeed78a8fdc96c8fe2ba135c82da --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f47afae374c29785/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-7059-7f92-9db5-72ed951ffa44"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f47afae374c29785/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f47afae374c29785/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f47afae374c29785/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f47afae374c29785/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..639f2099ff4e60ac793670c748402c4e8e896278 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:26:49.514452+00:00", + "ended_at": "2026-05-19T16:26:52.823980+00:00", + "elapsed_ms": 3309.48, + "returncode": 1, + "prompt_metrics": { + "chars": 68750, + "bytes_utf8": 68750, + "lines": 2151, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e1aed4256cc4cfb56364b7d414cd0e19983c470f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:26:53.830469+00:00", + "ended_at": "2026-05-19T16:26:57.453886+00:00", + "elapsed_ms": 3623.36, + "returncode": 1, + "prompt_metrics": { + "chars": 68750, + "bytes_utf8": 68750, + "lines": 2151, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4bc95eb85174d18f19831354f587f408d75a074e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=ae_000, condition_col=class.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "ae_000", + "condition_col": "class", + "condition_value": "pos", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 254.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..4bc95eb85174d18f19831354f587f408d75a074e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=ae_000, condition_col=class.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "ae_000", + "condition_col": "class", + "condition_value": "pos", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 254.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..595e31908905bd6d980ff3e1750cba8012fa152b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-b89a-74a3-a2d8-d119be36f92b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..096be91e40435afeb8043e60f483c681bc9f7c5b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-b89a-74a3-a2d8-d119be36f92b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9c386f8d8c2474d36e7a7f8332b1c8da84b3d6ee --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-c96c-7981-a430-7fdf3bc25012"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e71131eff8c28e1ecfa26128fabd75b0de91bc7e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-c96c-7981-a430-7fdf3bc25012"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7c4042578038773bdaf6b150fe69d2c718ddac90 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:26:57.503240+00:00", + "ended_at": "2026-05-19T16:27:01.006819+00:00", + "elapsed_ms": 3503.53, + "returncode": 1, + "prompt_metrics": { + "chars": 68735, + "bytes_utf8": 68735, + "lines": 2151, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8acca81ccfd1207c94248689eb05b41a645b65b5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:27:02.013057+00:00", + "ended_at": "2026-05-19T16:27:05.959417+00:00", + "elapsed_ms": 3946.28, + "returncode": 1, + "prompt_metrics": { + "chars": 68735, + "bytes_utf8": 68735, + "lines": 2151, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..67b4f267f262dd7e76d79b7cb7729874f5a395be --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=af_000, condition_col=ch_000.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "af_000", + "condition_col": "ch_000", + "condition_value": "0", + "positive_value": "0", + "negative_value": "2", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 882.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..67b4f267f262dd7e76d79b7cb7729874f5a395be --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=af_000, condition_col=ch_000.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "af_000", + "condition_col": "ch_000", + "condition_value": "0", + "positive_value": "0", + "negative_value": "2", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 882.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7b3bed79dadae65e0a08c49998b54cb69c21d0ff --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-d7d9-7fa2-8e12-2d6415d68aea"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..dd9a82d2d4d4fef7471e96fb4562b7ad959545a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-d7d9-7fa2-8e12-2d6415d68aea"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f2cd8c3052e5cb429010a96c1bc4759474bc4604 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-e9a6-7722-8a2e-2aafe9358568"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..1aa8dc670b02d35aedece3b8a257780bf79eefb0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-e9a6-7722-8a2e-2aafe9358568"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_f/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391